A method of generating synonyms for a stimulus word using a computer is proposed. Vector Space Model, where words in text data are arranged in a multi-dimensional space and degree of similarity between two words of them is calculated from how close the words are in the space, may be available to the method. However, it is not easy to optimize parameters in the method because there is no appropriate standard synonym database where proper synonyms for a stimulus word are (...) thoroughly collected. Therefore, we first built such a standard database employing two steps of human subjects expriments, and optimized the parameters of the method of generating synonyms. As the result, it was found that the Vector Space Model-based method using an electronic dictionary as source is better to generate synonyms than the one using a text corpus and an ordinal method using a thesaurus. (shrink)

Automatic synonym extraction plays an important role in many natural language processing systems, such as those involving information retrieval and question answering. Recently, research has focused on extracting semantic relations from word embeddings since they capture relatedness and similarity between words. However, using word embeddings alone poses problems for synonym extraction because it cannot determine whether the relation between words is synonymy or some other semantic relation. In this paper, we present a novel solution for this problem by proposing the (...) SynoExtractor pipeline, which can be used to filter similar word embeddings to retain synonyms based on specified linguistic rules. Our experiments were conducted using KSUCCA and Gigaword embeddings and trained with CBOW and SG models. We evaluated automatically extracted synonyms by comparing them with Alma’any Arabic synonym thesauri. We also arranged for a manual evaluation by two Arabic linguists. The results of experiments we conducted show that using the SynoExtractor pipeline enhances the precision of synonym extraction compared to using the cosine similarity measure alone. SynoExtractor obtained a 0.605 mean average precision for the King Saud University Corpus of Classical Arabic with 21% improvement over the baseline and a 0.748 MAP for the Gigaword corpus with 25% improvement. SynoExtractor outperformed the Sketch Engine thesaurus for synonym extraction by 32% in terms of MAP. Our work shows promising results for synonym extraction suggesting that our method can also be used with other languages. (shrink)

Combining the communicative language competence model and the perspective of multimodal research, this research proposes a research framework for oral communicative competence under the multimodal perspective. This not only truly reflects the language communicative competence but also fully embodies the various contents required for assessment in the basic attributes of spoken language. Aiming at the feature sparseness of the user evaluation matrix, this paper proposes a feature weight assignment algorithm based on the English spoken category keyword dictionary and user search (...) records. The algorithm is mainly based on the self-built English oral category classification dictionary and converts the user’s query vector into a user-English-speaking type vector. Through the calculation rules proposed in this paper, the target user’s preference score for a specific type of spoken English is obtained, and this score is assigned to the unrated item of the original user’s feature matrix as the initial starting score. At the same time, in order to solve the problem of insufficient user similarity calculation accuracy, a user similarity calculation algorithm based on “Synonyms Cilin Extended Edition” and search records is proposed. The algorithm introduces “Synonyms Cilin” to calculate the correlation between the semantic items, vocabulary, and query vector in the user query record to obtain the similarity between users and finally gives a user similarity calculation that integrates user ratings and query vectors method. For the task of Chinese grammar error correction, this article uses two methods of predicting the relationship between words in the corpus, Word2Vec and GloVe, to train the word vectors of different dimensions and use the word vectors to represent the text features of the experimental samples, avoiding sentences brought by word segmentation. On the basis of word vectors, the advantages and disadvantages of CNN, LSTM, and SVM models in this shared task are analyzed through experimental data. The comparative experiment shows that the method in this paper has achieved relatively good results. (shrink)

Similar words and utterances in the Qurʾān are the subject of the technical term lafẓī mutashābih. The rephrasing of meanings (maʿnā) and use of different words (lafẓ) in the Qurʾān are dealt with under the rubric of the theme “Qurʾānic style.” The stylistic variations in the Qurʾān are expressed as takrār al-Qurʾān, tasrīf (Affix and Paraphrase), ʿudūl (inversion), and tafannun (stylistic variation). However, when compared with other terms of exegesis, “tafannun” remained in the background and its conceptualization was thwarted. This (...) could be attributed not only to other concepts brought to the fore but also to the fact that tafannun underwent semantic restriction and was confined to iftinān within the framework of badīʿ. This study aims to clarify the true meaning of tafannun which reflects stylistic variations in the Qurʾān and revealing the contribution of this term to the more appropriate interpretation of the Qurʾān, assessing its significance for the field of tafsīr. The first chapter of this study deals with the etymology of tafannun, its historical background and conceptualization as well as the relationship between iʿjāz (inimitability) and tafannun in the history of tafsīr, while the second one identifies and illustrates the kinds of tafannun to expound on the true nature of this concept.Summary: Similar words and utterances in the Qurʾān are the subject of the technical term lafẓī mutashābih. The change and variety of the rephrasing of meanings (maʿnā) and words (lafẓ) in the Qurʾān are dealt with under the rubric of the theme “Qurʾānic style.” The stylistic differences and variations in the Qurʾān are expressed in the literature with terms such as takrār al-Qurʾān, tasrīf (affix and paraphrase), ʿudūl (inversion), tafannun (stylistic variation). However, in the terminology of exegesis, the term “tafannun” remained in the background, and its conceptualization was thwarted. This could be attributed not only to other concepts brought to the fore but also to the fact that the word tafannun underwent semantic restriction and therefore was confined to iftinān within the framework of badīʿ. Yet in earlier times it was widely used in the exegesis literature as part of Arabic language to identify the stylistic variations in the Qurʾān. Starting with 8th century AH, there have been numerous references to the term tafannun. From 9th century AH to present, many Muslim exegetes, especially Ibn Āshūr (1879-1973) used tafannun as one of the fundamental concepts to understand and explain the proper meaning of the Qurʾān. This study aims to clarify the true meaning of tafannun which reflects stylistic variations in the Qurʾān and revealing the contribution of it to the proper interpretation of the Qurʾān, assessing its significance for tafsīr. The first chapter of this study deals with the etymology of tafannun, its historical background and conceptualization as well as the relationship between iʿjāz (inimitability) and tafannun in the history of tafsīr, while the second one identifies and illustrates the kinds of tafannun to expound on the true nature of this concept.According to the result of this research, iftinān means following various styles and genres (types), while tafannun denotes variations in styles and genres (types). In vernacular, these two terms are considered the same. The term iftinān was dealt with in some works under the subject of muhassināt al-maʿnaviyya within the framework of badīʿ. In the Arabic literature, when the definition of the term iftinān was given, the term tafannun was not defined under any section of any book or any other place in the rhetoric of science. Tafannun is used to express the way any action is carried out, as it is mentioned in the definition of iftinān.The word tafannun was used to demonstrate the expertise, depth and mastery of Islamic scholars in one or various fields of Islamic studies in the early works of Islamic literature. In later times, the term iftinān was used to show rhetorical and oracy skills of a person. Abū Hilāl al-ʿAskarī (d. 400/1009) define tafannun as “the variation in words while two paragraphs bear the same meaning.” His definition proved to be a turning point in the conceptualization process of the word tafannun. Al-Zamakhsharī (d. 538/1144) was the first Islamic scholar to refer to the word tafannun in the interpretation of the Qurʾān. He used the words iftinān and tafannun in the same sense in his works. He mostly regarded examples of iltifāt as iftinān. Abū Bakr al-Rāzī (d. 666/1268), establishing a connection between tafannun and repetition, stated that the term tafannun was used to avoid boredom of repetitive diction.Among other authors who used the term tafannun in their works, Bayḍāwī, (d. 685/1286), Nīsābūrī (d. 730/1329), Ibn Cemāʿa (d. 733/1333), Abū Ḥayyān (d. 745/1344), Samīn al-Ḥalabī (d. 756/1355), Zarkashī (d. 794/1392), Suyūṭī, (d. 911/1505), Ḥaṭīb al-Shirbīnī (d. 977/1570), Shihāb al-Dīn al-Khafājī (d. 1069/1659), Ālūsī, (d. 1270/1854), Muḥammad ʿAbduh (1849-1905)-Rashīd Riḍā (1865-1935) and Ibn Āshūr are the notable ones. Rather than merely defining the term tafannun, the majority of these commentators emphasized the function, benefit and aim of this word. Thanks to the use of this word by these commentators, a distinction was made between tafannun called iftinān as a literary device in the science of badīʿ and tafannun gaining a new meaning used to express stylistic variations. As a result, two words with the same dictionary definition were distinguished from each other during the conceptualization process. Among the authors using the word tafannun, Ibn Āshūr clearly defined the term and contributed significantly to its conceptualization. He defines the word tafannun as the uniqueness of the Qurʾān in employing stylistic variations by offering synonymous words in case of iʾtirāz (discursive), tanzīr, (resemblance), tazyīl (appendix) and takrār (repetition), creating the most comprehensive definition until that time.Tafannun is also defined as expression of the same meaning through re-signifying, stylistic variation in two verses, difference in the repetition of parables, variations in choice of diction and synonymous words, and avoidance of repetition. As a result of its definition, the word tafannun also denotes providing stylistic variations, using vivid language, avoiding prosaic diction, using denotative and connotative language, helping readers to grasp shades of meaning and read between the lines in the most clear and economic way.In the related literature, there are a lot of references to the word tafannun when demonstrating iʿjāz of the Qurʾān. When looked at the historical development of the relationship between iʿjāz and tafannun, it is observed that tafannun was accepted to be an element of iʿjāz. Defined as providing stylistic variation, tafannun is employed in various ways. The literary devices used to carry out tafannun are through ʿudūl, iltifāt, taqdīm and taʾhīr, change of utterances, use of synonymous words, objection, resemblance, and addition. In the proper interpretation of the Qurʾān, tafannun has a comprehensive usage, making many more academic studies a necessity with a view to making a significant contribution to a deeper and better grasp of words and shades of meanings employed in the Qurʾān. (shrink)

The present paper aims to broaden the current understanding of students’ misconception of scientific terminology by identifying the gaps between Arabic and English scientific terminologies and between everyday language and scientific language. The paper compares the polysemy, prototypes, and motivating factors of English energy with those of Arabic طَاقَة (ṭāqa), with more focus on students’ prior knowledge. The study employs Lakoff’s (1987) idealized cognitive models and Rosch’s (1975) prototype theory to reveal the radial members of both categories, i.e., energy and (...) طَاقَة (ṭāqa), and to explain the kinds of cognitive mechanisms that motivate the extension as well as understanding of the meanings of these terms. To this end, the study uses several English and Arabic dictionaries, lexical databases and corpora. This is to explore all the meanings, prototypes and motivating factors of the terms under investigation. The results show that the terms energy and طَاقَة (ṭāqa) overlap in prototypical meanings and motivating factors but differ in less prototypical and peripheral meanings. English and Arabic learners may then face similar issues in learning scientific concepts due to the difference between their pre-existing knowledge and scientific language. (shrink)

In this paper, I investigate the phonological similarity of different elements of the phonological pole of multi-word units. I discuss two case studies on slightly different levels of abstractness. The first case study investigates lexically fully-specified V-NPDirObj idioms such as kick the bucket and lose one's cool; the idioms investigated are taken from the Collins Cobuild Dictionary of Idioms (Harper Collins, 2002). The second case study investigates the lexically less specified way-construction, which is exemplified by He fought his way through (...) the crowd (cf. Goldberg, Constructions: A Construction Grammar approach to argument structure, The University of Chicago Press, 1995: Ch. 9), on the basis of data from the British National Corpus 1.0. I show that both patterns exhibit a strong phonological within-pole relation, namely a strong preference for having their slots filled with phonologically similar elements, where phonological similarity is manifested in alliteration patterns. These preferences are statistically significant when compared to chance-level expectations derived both from the corpora and from the CELEX database (Baayen et al., The CELEX Lexical Database (CD-ROM), University of Pennsylvania, 1995) and are explained on the basis of Langacker's concept of syntactic and phonological constituents as well as current exemplar-/usage-based approaches. (shrink)

We have developed a knowledge base of words as a tool to measure the semantic similarity between words. In this paper, we evaluate the knowledge base of words comparing with thesauruses, which are commonly used for measuring similarity. Thesauruses of NIHONGO-GOI-TAIKEI and Japan Electronic Dictionary are selected for the evaluation. For similarity calculation methods using thesauruses, we adopt a newly proposed method, in which each word is represented with vector using the structural feature of thesauruses and the degree of similarity (...) between words is calculated by the inner product of their vectors, in addition to traditional methods based on the path length between categories or the depth of the subsumer. Evaluation is carried out through the two methods, that is, a traditional method based on human rating and the method we have already proposed, feasible for evaluating automatically without human judgment. Evaluation result shows that the knowledge base of word is superior to the both thesauruses as measurement tools, and the proposed calculation method outperforms the traditional ones. The result also shows that our evaluation method is a practical one, by investigating the correlation of both methods. (shrink)

We describe a method for automatic word sense disambiguation using a text corpus and a machine- readable dictionary (MRD). The method is based on word similarity and context similarity measures. Words are considered similar if they appear in similar contexts; contexts are similar if they contain similar words. The circularity of this definition is resolved by an iterative, converging process, in which the system learns from the corpus a set of typical usages for each of the senses of the polysemous (...) word listed in the MRD. A new instance of a polysemous word is assigned the sense associated with the typical usage most similar to its context. Experiments show that this method performs well, and can learn even from very sparse training data. (shrink)

The current paper expands on previous work done on the influence of learners’ language and preexisting knowledge on understanding physics terminology by exploring the concept of ACCELERATION in Arabic and English. The study attempts to answer two questions: (1) what are the similarities and differences between the polysemy of Arabic تَسَارُع (tasāruʿ) (acceleration) and the polysemy of English acceleration, and (2) to what extent do prototypes and factors motivating the conceptualization of تَسَارُع (tasāruʿ) and the conceptualization of acceleration converge or (...) diverge? To this end, Arabic and English dictionaries and corpora, the ArabiCorpus (Arabic Corpus Search Tool) and the British National Corpus (BNC), were employed. The dictionaries were surveyed to explore the various meanings of تَسَارُع (tasāruʿ) and acceleration, while the ArabiCorpus and the BNC were employed to investigate the senses and to identify the most frequent collocates and so the prototypes of these terms. The meaning extension of the terms is examined on the basis of the cognitive mechanisms which appear in the corpora. Theoretically, the paper is informed by the prototype theory (Rosch, 1973; 1975), image schemas (Johnson, 1987), and conceptual metaphor (Lakoff & Johnson, 1980/2003). The results show that تَسَارُع (tasāruʿ) (acceleration) and acceleration generally overlap in terms of polysemy, prototype, and images schemas as well as conceptual metaphor that organize the conceptualization of these terms. It was also found that both Arab and English speakers mix ACCELERATION up with SPEED and so misunderstand them in a scientific setting. The present findings have several implications for science curriculum design, education, and research on universal and culture-specific properties of language. (shrink)

How to strengthen emergency management and improve the ability to prevent and respond to emergencies is an important part of building a harmonious socialist society. This paper proposes a domain emotion dictionary construction method for network public opinion analysis of public emergencies. Using the advantages of corpus and semantic knowledge base, this paper extracts the seed words based on the large-scale network public opinion corpus and combined with the existing emotion dictionary, trains the word vector through the word2vec model in (...) deep learning, expands the emotion words, and obtains the candidate emotion words according to the semantic similarity calculation, So as to generate a domain emotion dictionary. The accuracy rate of emotion discrimination by the emotion dictionary constructed in this paper is 0.86, the recall rate is 0.92. Through the verification of accuracy and recall rate, the construction method proposed in this paper has good accuracy and reliability. Because of the great differences in different experiences and situations of different groups, there will be great differences in views and perspectives on the same event. The key to prevent the public from blindly following the crowd should be to reach groups close to emotional distance, and targeted prevention and control of public opinion can be conducted according to different characteristics of different groups. (shrink)

There have been several previous studies on measuring the semantic similarity between words whose concepts are represented as points in a multi-dimensional vector space acquired from text data such as electronic dictionaries or text corpora. A central problem in these studies is how to select orthonormal basis vectors for the space which represents attributes of the words. We propose a method of building the space by combining two representative methods, one using singular value decomposition and the other using the contents (...) of a thesaurus. The proposed method was evaluated both for the purposes of similar word retrieval and for document retrieval. The evaluations showed that the proposed combination is more effective than either of the original methods alone for both of these tasks. (shrink)

The current paper expands on previous work done on the influence of learners’ language and preexisting knowledge on understanding physics terminology by exploring the concept of ACCELERATION in Arabic and English. The study attempts to answer two questions: (1) what are the similarities and differences between the polysemy of Arabic تَسَارُع (tasāruʿ) (acceleration) and the polysemy of English acceleration, and (2) to what extent do prototypes and factors motivating the conceptualization of تَسَارُع (tasāruʿ) and the conceptualization of acceleration converge or (...) diverge? To this end, Arabic and English dictionaries and corpora, the ArabiCorpus (Arabic Corpus Search Tool) and the British National Corpus (BNC), were employed. The dictionaries were surveyed to explore the various meanings of تَسَارُع (tasāruʿ) and acceleration, while the ArabiCorpus and the BNC were employed to investigate the senses and to identify the most frequent collocates and so the prototypes of these terms. The meaning extension of the terms is examined on the basis of the cognitive mechanisms which appear in the corpora. Theoretically, the paper is informed by the prototype theory (Rosch, 1973; 1975), image schemas (Johnson, 1987), and conceptual metaphor (Lakoff & Johnson, 1980/2003). The results show that تَسَارُع (tasāruʿ) (acceleration) and acceleration generally overlap in terms of polysemy, prototype, and images schemas as well as conceptual metaphor that organize the conceptualization of these terms. It was also found that both Arab and English speakers mix ACCELERATION up with SPEED and so misunderstand them in a scientific setting. The present findings have several implications for science curriculum design, education, and research on universal and culture-specific properties of language. (shrink)

The semantic similarity between words is one of the basic knowledge in Natural Language Processing. There have been several previous studies on measuring the similarity based on word vectors in a multi-dimensional space. In those studies, high dimensional feature vectors of words are made from words' cooccurrence in a corpus or from reference relation in a dictionary, and then the word vectors are calculated from the feature vectors through the method like principal component analysis. This paper proposes a new placement (...) method of nouns into a multi-dimensional space based on words' cooccurrence in a corpus. The proposed method doesn't use the high dimensional feature vectors of words, but is based on the idea that ``vectors corresponding to nouns which cooccur with a word w in a relation f constitute a group in the multi-dimensional space''. Although the whole meaning of nouns isn't reflected in the word vectors obtained by the pro posed method, the semantic similarity between nouns defined with the word vectors is proper for an example-based disambiguation method. (shrink)

Intellectual humility can be broadly construed as being conscious of the limits of one’s existing knowledge and capable of acquiring more knowledge, which makes it a key virtue of the information age. However, the claim “I am humble” seems paradoxical in that someone who has the disposition in question would not typically volunteer it. Therefore, measuring intellectual humility via self-report may be methodologically unsound. As a consequence, we suggest analyzing intellectual humility semantically, using a psycholexical approach that focuses on both (...) synonyms and antonyms of ‘intellectual humility’. We present a thesaurus-based methodology to map the semantic space of intellectual humility and the vices it opposes as a heuristic to support analysis and diagnosis of this disposition. We performed the mapping both in English and German in order to test for possible cultural differences in the understanding of intellectual humility. In both languages, we find basically the same three semantic dimensions of intellectual humility as well as three dimensions of its related vices. The resulting semantic clusters were validated in an empirical study with English and German participants. We find medium-to-high correlations between thesaurus similarity and perceived similarity, and we can validate the three dimensions identified in the study. But we also find limitations of the thesaurus methodology in terms of cluster plausibility. We conclude by discussing the importance of these findings for constructing psychometric measures of intellectual humility via self-report vs. computer models. (shrink)

The wholesome severity of publishers' regulations restricted the small Teubner edition of Festus almost to the actual text of the archetype MSS. of Festus and his epitomator Paulus. The flimsy material to be picked up from mediaeval glossaries was excluded from this small and solid structure and reserved for the ampler space and freer air of a second volume, a volume which should attempt a reconstruction of Festus from Paulus' excerpts, like an antiquarian's reconstruction of the Forum from the ruins (...) that now remain. In Goetz' Corpus Glossariorum Latinorum we have apographs of the chief MS. of each important glossary, and in his Thesaurus Glossarum Emendatarum we have all the glosses edited and arranged in dictionary form; but much spade-work has to be done before these glosses can be used by an editor of Festus. Some has been done already by a pupil of Goetz in a Jena dissertation , who shows the so-called Philoxenus Glossary to be compiled in part from Festus, and collects and emends its Festus glosses. Yet even this piece of work is not complete. For our unique MS. of Philox., a mere ninth-century MS. , is an imperfec record of that large bilingual collection which has left so many traces of itself in the glossaries of the British Isles and of those parts of the Continent which received English or Irish culture. The Ab Absens Glossary, for example, printed by Goetz from a North Frankish MS. of Charlemagne's time, has a number of Festus glosses from this collection which are not recorded in our MS. of Philox. and are accordingly ignored by Dammann. (shrink)

Intellectual humility can be broadly construed as being conscious of the limits of one’s existing knowledge and capable of acquiring more knowledge, which makes it a key virtue of the information age. However, the claim “I am humble” seems paradoxical in that someone who has the disposition in question would not typically volunteer it. Therefore, measuring intellectual humility via self-report may be methodologically unsound. As a consequence, we suggest analyzing intellectual humility semantically, using a psycholexical approach that focuses on both (...) synonyms and antonyms of ‘intellectual humility’. We present a thesaurus-based methodology to map the semantic space of intellectual humility and the vices it opposes as a heuristic to support analysis and diagnosis of this disposition. We performed the mapping both in English and German in order to test for possible cultural differences in the understanding of intellectual humility. In both languages, we find basically the same three semantic dimensions of intellectual humility as well as three dimensions of its related vices. The resulting semantic clusters were validated in an empirical study with English and German participants. We find medium-to-high correlations between thesaurus similarity and perceived similarity, and we can validate the three dimensions identified in the study. But we also find limitations of the thesaurus methodology in terms of cluster plausibility. We conclude by discussing the importance of these findings for constructing psychometric measures of intellectual humility via self-report vs. computer models. (shrink)

Intellectual humility can be broadly construed as being conscious of the limits of one’s existing knowledge and capable to acquire more knowledge, which makes it a key virtue of the information age. However, the claim “I am (intellectually) humble” seems paradoxical in that someone who has the disposition in question would not typically volunteer it. There is an explanatory gap between the meaning of the sentence and the meaning the speaker ex- presses by uttering it. We therefore suggest analyzing intellectual (...) humility semantically, using a psycholexical approach that focuses on both synonyms and antonyms of ‘intellectual humili- ty’. We present a thesaurus-based methodology to map the semantic space of intellectual hu- mility and the vices it opposes as a heuristic to support philosophical and psychological anal- ysis of this disposition. We performed the mapping both in English and German in order to test for possible cultural differences in the understanding of intellectual humility. In both lan- guages, we find basically the same three semantic dimensions of intellectual humility (sensi- bility, discreetness, and knowledge dimensions) as well as three dimensions of its related vic- es (self-overrating, other-underrating and dogmatism dimensions). The resulting semantic clusters were validated in an empirical study with English (n=276) and German (n=406) par- ticipants. We find medium to high correlations (0.54-0.72) between thesaurus similarity and perceived similarity, and we can validate the labels of the three dimensions identified in the study. But we also find indications of the limitations of the thesaurus methodology in terms of cluster plausibility. We conclude by discussing the importance of these findings for construct- ing psychometric scales for intellectual humility. (shrink)

While representation learning techniques have shown great promise in application to a number of different NLP tasks, they have had little impact on the problem of ontology matching. Unlike past work that has focused on feature engineering, we present a novel representation learning approach that is tailored to the ontology matching task. Our approach is based on embedding ontological terms in a high-dimensional Euclidean space. This embedding is derived on the basis of a novel phrase retrofitting strategy through which semantic (...) similarity information becomes inscribed onto fields of pre-trained word vectors. The resulting framework also incorporates a novel outlier detection mechanism based on a denoising autoencoder that is shown to improve performance. An ontology matching system derived using the proposed framework achieved an F-score of 94% on an alignment scenario involving the Adult Mouse Anatomical Dictionary and the Foundational Model of Anatomy ontology (FMA) as targets. This compares favorably with the best performing systems on the Ontology Alignment Evaluation Initiative anatomy challenge. We performed additional experiments on aligning FMA to NCI Thesaurus and to SNOMED CT based on a reference alignment extracted from the UMLS Metathesaurus. Our system obtained overall F-scores of 93.2% and 89.2% for these experiments, thus achieving state-of-the-art results. (shrink)

In a recent unit of study in an undergraduate Health Sciences pathway course, we identified a set of essays which exhibited similarity of content but demonstrated the use of bizarre and unidiomatic language. One of the distinct features of the essays was the inclusion of unusual synonyms in place of expected standard medical terminology.We suspected the use of online paraphrasing tools, but were also interested in investigating the possibility of the use of online language translation tools. In order to test (...) the outputs of these tools, we used as a seed document a corpus of text which had been provided to the students as prompt for the essay. This document was put through six free online paraphrasing tools and six separate iterative language translations through the online Google Translate™ tool.The results demonstrated that free online paraphrasing tools did not identify medical terminology as standardised or accepted nomenclature and substituted synonyms, whereas Google Translate™ largely preserved medical terminology.We believe that textual indicators such as the absence of standard discipline-based terminology may be of assistance in the identification of machine paraphrased text. (shrink)

The title of this work may seem to beg an important question, since it rests on the assumption that Diderot has a 'concept of physical energy'. Indeed the aim of the study is, in part, to assemble evidence in support of the acte de foi implicit in its title. I am using 'physical energy' in a loose sense, as a convenient term to denote 'what matter can do' as distinct from 'what matter is made of'. Hence it may be taken (...) as broadly synonymous with 'power' or 'force', encompassing both active and potential forms, and thus corresponding to a combination of the fourth and fifth senses identified by the Oxford English Dictionary: 4. Power actively and efficiently displayed or exerted. 5. Power not necessarily manifested in action; ability or capacity to produce an effect. Modern subatomic physics, of course, recognises no such distinction between 'being' and 'doing'; at a fundamental level, matter-as-substance and matter-as-energy are interchangeable (and, as I shall argue towards the end of the study, Diderot himself comes close to a similar position). Nevertheless, the division is both justifiable and useful within the context of eighteenth-century philosophies of nature. For, as many scholars have pointed out, the trend towards nature as an integrated, active phenomenon, in place of the cartesian view of passive tendue only incidentally endowed with motion, was crucial to the development of scientific thought in the mid-eighteenth century. Debate and development on such issues as Newtonian attraction, inertia, electricity and magnetism, chemical reactions, not only contributed directly to the advancement of physics and chemistry, but also (like cartesian mechanism) impinged upon the perennial biological questions, themselves being investigated from a new and exciting angle. As a philosopher rather than a practising scientist, Diderot was ideally placed to draw freely and creatively on all these areas, and his speculations on what we might call 'the nature of nature' are highly characteristic of the new approach. He comes increasingly to discuss and define natural phenomena (organic and inorganic alike) from the point of view of nature's powers - in the spirit of Renaissance naturalism, but from the perspective of up-to-date scientific findings. It is in this sense that I refer to a 'concept of physical energy'. Given the organic quality of Diderot's thought, it is not surprising to find the idea of energy recurring in other areas of his works. If man is composed of matter - active matter - than all human activity, be it moral, political, aesthetic, becomes capable of interpretation in terms of energy. I share Chouillet's conviction that this is a crucial aspect of Diderot's overall philosophy, which deserves to be more widely recognised and more fully understood. (shrink)

Aḥmed Cevdet Pasha (d. 1312/1895) is one of the influential and prominent Ottoman scholars in history and law. Besides history and law, he also produced works on literature, sīra (the life of the Prophet) and tafsīr (the Qur’anic exegesis). In the last years of his life, Cevdet Pasha aimed to translate the Qurʾān including short comments on the verses, but this work was remained limited to the sūrah al-Baqara. Correspondingly to this translation named Terjeme-i Sharīfa, he prepared a glossary to (...) the Qurʾān called Lāḥiqa-i Sharīfa for expressions and terms that require detailed explanation. Hereby, this work could only include the sūrah al-Baqara. After Cevdet Pasha’s death, his books passed to his daughter Ms Fāṭima ʿAliyye (d. 1936). The director of the Library of Maʿārif, Nācī Qāsim (d. 1963) gave a deed stipulating that he would take the first part of the Lāḥiqa-i Sharīfa and Terjeme-i Sharīfa from her and return them as they are. Later on, he published only the Muqaddima (introduction) and Lāḥiqa-i Sharīfa in the work named Tercemeli Ḳurʾân-ı Kerîm (İstanbul: 1927). Placing the Muqaddima at the beginning of the book and Lāḥiqa-i Sharīfa at the end misled some people by making them to think that the translation belongs entirely to Cevdet Pasha. Sulayman Tevfīq reprinted these two works together within his translation named el-Beyān fī ʾāyāti’l-Qurʾān in 1928. Terjeme-i Sharīfa has not been published anywhere else. Emine Armağan recently found and published a notepad in which Cevdet Pasha wrote Terjeme-i Sharīfa, mentioned Muqaddima and Lāḥiqa-i Sharīfa. In her book Emine Armağan printed the pages belonging to Cevdet Pasha as thumbnails, but she did not publish them in Latin. In this article, Muḳaddime and Lâḥika-i Şerîfe are Latinized and compared to the Terceme-i Şerîfe. The relevant parts of the translation are given in the footnotes. This study is an attempt to determine to what extent the translation in the manuscript form corresponds to the glossary and the soundness of relating the text to the author. In addition, many errors in the Ottoman edition of the glossary were also corrected. In the Muqaddima, Cevdet Pasha draws attention to the necessity of God’s existence, the illiteracy and the trustworthiness of his Messenger, and that the revelation is the primary source of knowledge for people. He summarizes the process of the Qurʾān’s revelation, notification and compilation. He briefly touches on the issues related to ʿUlūm al-Qurʾān. Cevdet Pasha, who passed from here to the miracle of the Qurʾān, talks about the qadim (pre-existing) nature of the divine word and teḥaddī. Cevdet Pasha emphasizes that understanding the Qurʾān is possible only by knowing the Arabic language very well and whithout this knowldege the Qurʾān cannot adequately be translated into another language. On the other hand, he also believes that the first meanings can be externally translated in order to explain the first meanings of the verses to those who do not know Arabic. Cevdet Pasha’s preface is considerably concise in structure. He shortly pointed to the crucial issues in one sentence and passed to the other subjects. While writing Terjeme-i Sharīfa, Cevdet Pasha left the extensive explanations of the polysemous words and terms that cannot be translated literally to the tafsīr and Lāḥiqa. Cevdet Pasha’s Lāḥiqa-i Sharīfa is entirely original and not merely a translation of any Qurʾānic dictionary. He compiled the meanings of a word existing in different verses, and he was very meticulous in choosing the meanings the words. He summarized very detailed informations in the sources in a simple, concise and fluent style. The arrangement of the words was based on the abbreviated versions used in the Qurʾān. In addition to the lexical meaning of the word, he sometimes mentioned the words’ roots, form, singular and plural forms, ism al-fāʿil, ism al-mefʿūl, ism al-mekān, synonym/antonym, lexical aspects, the meaning and terminology it expresses in different recitations of the Qur’an (al-qırāat). He in particular highlighted if the word is one of the al-asmāʾ al-ḥusnā. He explained the changes in the meaning of a word when it is used for Allah or for humans. He shortly touched on the legal rulings. Cevdet Pasha clearly expressed in his work the most vital issues that the community should know without tiring the general reader of scientific disputes, philosophical discussions and literary analysises. Cevdet Pasha did not refer to any sources in his work and did not mention the transmission chain of the narrations. As a result of our research, we determined that he benefited from the commentaries of al-Zamakhshari (d. 538/1144), al-Rāzī (d. 606/1210), al-Qurṭūbī (d. 671/1273) and Beyḍāvī (d. 685/1286). We have seen that there are some similarities between the explanations of the words in the Lāḥiqa-i Sharīfa and the famous Qurʾānic dictionaries such as al-Mufredāt, Umdet al-ḥuffāẓ and Beṣāir. (shrink)

Craig, Barry M The combination of 'the eyes of the blind shall be opened' in Isaiah 35:5 and the psalm's 'the Lord gives sight to the blind' seems to be preparing the way for an account of the restoration of sight in the gospel, but its focus is instead on restoring hearing and speech. In this story, which is shared with Matthew, as with the raising of the young girl told also by Matthew and Luke, Mark alone reports the Lord's (...) command in Aramaic. In this case the Lord's word is transmitted in Greek transliteration as Ephphatha, but correctly it should be Ethphathach. The mispronunciation perhaps points to a particular fascination with the Lord's own words in Mark's Greek-speaking circles, and also to the attribution of magical power to such words that may then be borrowed in magical folk-medicine; think similarly of the conjectured origin of Hocus pocus in Hoc est Corpus from Mass in Latin. However, the Aramaic word is richly connected to the mission of Jesus. In the first reading, the Hebrew has two synonymous verbs in verse 5 for opening, respectively applied to the eyes of the blind and the ears of the deaf. The first is not common and is always said of eyes, except in Isaiah 42:20, where it is used of ears. The second verb is common and refers to the opening of eyes and ears and mouths, but also to the untying of cords and to setting free. This is clear in the Syriac Peshitta's use of a single verb for both Hebrew verbs in Isaiah and the word Mark reports Jesus using, where it is applicable both to opening the man's ears to hear and to freeing his tongue to speak clearly. The Septuagint's version of Isaiah has 'will hear' instead of the Hebrew's second verb, 'will be opened', while the added translation in Mark matches only the Septuagint's translation of Isaiah's first verb. That Greek verb is fitting only for the ears, not for the tongue, so that the man's becoming able to speak clearly seems to be merely a consequence of the miraculous opening of his ears. Reading both passages via the Syriac, and reading them in parallel as the Lectionary has us do today, reveals the gospel encounter to be more than simply a story of a healing: the episode points to Christ's redeeming mission as being one of liberating, the scene becoming a fulfilment of Isaiah's prophetic passage in a demonstration of Christ's mission in the flesh and in the life of an actual person. Furthermore, Mark's transmission of the Aramaic commands Ethphathach and Kum in 5:41, together sum up Christ's twofold work: to redeem and raise those doomed to die. Both stories show this at work in the here and now of people's lives and not merely as a future hope for the end of time. If our mission as Church is to continue Christ's work, then it is likewise to be carried out among people in our own time. Thus the historical impetus to establish such works as schools, since education sets free from ignorance, and hospitals, since curing the sick frees them from ills or caring for them brings relief in time of suffering. But we should not think only in such institutional modes; not every parish can or should establish a school or hospital or hospice, or other such major works, but the question remains for each: What does this community do to proclaim Christ's saving mission in the lives of real people both near and far? (shrink)

The experimental philosophy movement advocates the use of empirical methods in philosophy. The methods most often discussed and in fact employed in experimental philosophy are appropriated from the experimental paradigm in psychology. But there is a variety of other (at least partly) empirical methods from various disciplines that are and others that could be used in philosophy. The paper explores the application of corpus analysis to philosophical issues. Although the method is well established in linguistics, there are only a few (...) tentative attempts of philosophers to utilise it. Examples are introduced and the merit of corpus analysis is compared to that of using general internet search engines and questionnaires for similar purposes. (shrink)

The article aims at clarifying the historical status and cognitive potentials of such a genre of contemporary historiography of philosophy as biographical encyclopedia (dictionary). Based on extensive bibliographic material, the author demonstrates that in the late XX – early XXI centuries in the English-speaking countries there was a real outbreak of interest in encyclopedias and dictionaries, compiled from personalized articles about the life and works of philosophers of certain epochs, countries, trends, etc. According to the author, the increasing popularity of (...) this genre can be considered as a logical continuation of the historical and biographical turns that took place in the Anglo-American (analytic) philosophy in the 1980s and 1990s, respectively. The author specifically emphasizes that it caused the appearance of a significant number of encyclopedias and dictionaries, which contain the well-known facts as well as the significant elements of scholar novelty. The article also shows that similar tendencies have taken place in the contemporary Ukrainian historiography of philosophy. It is shown that Ukrainian experts also made their own significant contribution to the development of this genre. They have successfully developed a special approach, which presupposes the focus on life and works of the representatives of a particular academic institution. The intellectual value of this approach is demonstrated by the example of the recently published two-volume encyclopedia “Kyiv Theological Academy in Names: 1819-1924”. It contains a systematic and very informative presentation of the biographies of many representatives of the national philosophy, whose activities were associated with this institution. The author also shows that from the perspective of the historiography of philosophy, the general methodological foundations of this encyclopedic research is a matter of special interest. (shrink)

Much previous work has suggested that word order preferences across languages can be explained by the dependency distance minimization constraint (Ferrer‐i Cancho, 2008, 2015; Hawkins, 1994). Consistent with this claim, corpus studies have shown that the average distance between a head (e.g., verb) and its dependent (e.g., noun) tends to be short cross‐linguistically (Ferrer‐i Cancho, 2014; Futrell, Mahowald, & Gibson, 2015; Liu, Xu, & Liang, 2017). This implies that on average languages avoid inefficient or complex structures for simpler structures. But (...) a number of studies in psycholinguistics (Konieczny, 2000; Levy & Keller, 2013; Vasishth, Suckow, Lewis, & Kern, 2010) show that the comprehension system can adapt to the typological properties of a language, for example, verb‐final order, leading to more complex structures, for example, having longer linear distance between a head and its dependent. In this paper, we conduct a corpus study for a group of 38 languages, which were either Subject–Verb–Object (SVO) or Subject–Object–Verb (SOV), in order to investigate the role of word order typology in determining syntactic complexity. We present results aggregated across all dependency types, as well as for specific verbal (objects, indirect objects, and adjuncts) and nonverbal (nominal, adjectival, and adverbial) dependencies. The results suggest that dependency distance in a language is determined by the default word order of a language, and crucially, the direction of a dependency (whether the head precedes the dependent or follows it; e.g., whether the noun precedes the verb or follows it). Particularly we show that in SOV languages (e.g., Hindi, Korean) as well as SVO languages (e.g., English, Spanish), longer linear distance (measured as number of words) between head and dependent arises in structures when they mirror the default word order of the language. In addition to showing results on linear distance, we also investigate the influence of word order typology on hierarchical distance (HD; measured as number of heads between head and dependent). The results for HD are similar to that of linear distance. At the same time, in comparison to linear distance, the influence of adaptability on HD seems less strong. In particular, the results show that most languages tend to avoid greater structural depth. Together, these results show evidence for “limited adaptability” to the default word order preferences in a language. Our results support a large body of work in the processing literature that highlights the importance of linguistic exposure and its interaction with working memory constraints in determining sentence complexity. Our results also point to the possible role of other factors such as the morphological richness of a language and a multifactor account of sentence complexity remains a promising area for future investigation. (shrink)

Computational models of meaning trained on naturally occurring text successfully model human performance on tasks involving simple similarity measures, but they characterize meaning in terms of undifferentiated bags of words or topical dimensions. This has led some to question their psychological plausibility (Murphy, 2002;Schunn, 1999). We present here a fully automatic method for extracting a structured and comprehensive set of concept descriptions directly from an English part‐of‐speech‐tagged corpus. Concepts are characterized by weighted properties, enriched with concept–property types that approximate classical (...) relations such as hypernymy and function. Our model outperforms comparable algorithms in cognitive tasks pertaining not only to concept‐internal structures (discovering properties of concepts, grouping properties by property type) but also to inter‐concept relations (clustering into superordinates), suggesting the empirical validity of the property‐based approach. (shrink)

This paper investigates Abelard’s first argument against the ‘material essence’ realist view on universals in the Logica ‘Ingredientibus’. It analyses three different interpretations of the argument, those of Alain de Libera, Peter King and Martin Tweedale. Much depends on the manuscript reading ‘iam corpus’ in a crucial passage. The paper argues against the manuscript reading and in favour of the emendation ‘non corpus’ suggested by the editor, Bernhard Geyer. The emended reading is supported by comparison with similar arguments of Abelard (...) and his school found in published and unpublished sources. (shrink)

This paper addresses early modern botanical nomenclature, the practices of identifying and publishing synonyms in particular, as a collaborative “information science”. Before Linnaean nomenclature became the lingua franca of botany, it was inevitable that, over time, the same plant was given several names by different people, which created confusion and made communication among botanists increasingly difficult. What names counted as synonyms and actually referred to the same plant had to be identified by meticulously comparing living and dried specimens of this (...) and similar plants as well as relevant illustrations und descriptions in the botanical literature. Identifying synonyms required and generated an ever-expanding mass of data, which was used continuously to adjust and rearrange plant names. Despite the greatest care, judgements on synonyms were not definitive, which meant that published lists of synonyms for individual species of plants were in a state of flux and had to be constantly updated, corrected, and rewritten. This required long-term international collaborations, the accumulated results of which were not published once but consecutively, in augmented and corrected editions of a book. As a result of this networked approach, synonyms are networked names that reflect the epistemic interconnectedness of the botanical community. These questions will be discussed with a focus on the Dutch botanist Johannes Burman, who placed synonyms at the centre of his work as posthumous editor—and co-author—of the botanical manuscripts that were left behind by other botanists. (shrink)

This paper addresses early modern botanical nomenclature, the practices of identifying and publishing synonyms in particular, as a collaborative “information science”. Before Linnaean nomenclature became the lingua franca of botany, it was inevitable that, over time, the same plant was given several names by different people, which created confusion and made communication among botanists increasingly difficult. What names counted as synonyms and actually referred to the same plant had to be identified by meticulously comparing living and dried specimens of this (...) and similar plants as well as relevant illustrations und descriptions in the botanical literature. Identifying synonyms required and generated an ever-expanding mass of data, which was used continuously to adjust and rearrange plant names. Despite the greatest care, judgements on synonyms were not definitive, which meant that published lists of synonyms for individual species of plants were in a state of flux and had to be constantly updated, corrected, and rewritten. This required long-term international collaborations, the accumulated results of which were not published once but consecutively, in augmented and corrected editions of a book. As a result of this networked approach, synonyms are networked names that reflect the epistemic interconnectedness of the botanical community. These questions will be discussed with a focus on the Dutch botanist Johannes Burman, who placed synonyms at the centre of his work as posthumous editor—and co-author—of the botanical manuscripts that were left behind by other botanists. (shrink)

Corpus linguistics grew up in the domain of written (and literary) varieties, while its recent methodological revolution is due to the computer-assisted capacity of elaborating massive amounts of text data. On the other hand, the so-called ‘low-density varieties’, including spoken varieties as well as varieties spoken in minority communities, have been confined to a rather marginal role. Among others, this is due to the technical problems connected to the scarce degree of normalization in linguistic –including graphemic– terms, as well as (...) to the scarcity of language resources for automatic processing. In this paper, we will exploit the possibilities opened by corpus linguistics for acquiring and analyzing the textual patrimony of the Walser German communities of Piedmont and Aosta Valley. The varieties of Highest Alemannic spoken there, dramatically exposed to language decay, provide a limited but significant amount of data, which is accompanied by a substantial lexical documentation due to the active collaboration of the speakers’ communities in collecting and compiling local dictionaries. After briefly introducing our archive and discussing the peculiar solutions adopted for the construction of the platform, we will also present corpus-based morphological investigations regarding the representation of verbal prefixes, of the clitic group, as well as of the inflectional behaviour of verb classes. (shrink)

Appraisal is the way language users express their attitude towards things, people, behaviour or ideas. In the last few decades, significant achievements have been made in Appraisal Theory research, yet little attention has been paid to appraisal in scientific texts, especially in relation to the contrast to how it is applied in English and Chinese. This title examines the similarities and differences of Appraisal systems in English and Chinese scientific research articles. Using a self-constructed corpus of scientific research articles, the (...) authors make cross-linguistic comparisons in terms of the quantity and distribution patterns of categories of appraisals. They creatively categorise articles into theoretical scientific research articles and applied studies and discover that for both languages, each genre can have its own favorite mode of distribution for the realization of appraisal systems. In addition, this research helps appraisal theory systems to become more explicit, specific, and more applicable for the analysis of scientific research articles. Students and scholars of applied linguistics, comparative linguistics and corpus linguistics will find this an essential reference. (shrink)

Computational models of meaning trained on naturally occurring text successfully model human performance on tasks involving simple similarity measures, but they characterize meaning in terms of undifferentiated bags of words or topical dimensions. This has led some to question their psychological plausibility (Murphy, 2002;Schunn, 1999). We present here a fully automatic method for extracting a structured and comprehensive set of concept descriptions directly from an English part‐of‐speech‐tagged corpus. Concepts are characterized by weighted properties, enriched with concept–property types that approximate classical (...) relations such as hypernymy and function. Our model outperforms comparable algorithms in cognitive tasks pertaining not only to concept‐internal structures (discovering properties of concepts, grouping properties by property type) but also to inter‐concept relations (clustering into superordinates), suggesting the empirical validity of the property‐based approach. (shrink)

When we look up a word in a dictionary, we want to know not just its meaning but also its function and the circumstances under which it should be used in preference to words of similar meaning. Standard dictionaries do not address such matters, treating each word in isolation. R. M. W. Dixon puts forward a new approach to lexicography that involves grouping words into 'semantic sets', to describe what can and cannot be said, and providing explanations for this. He (...) provides a critical survey of the evolution of English lexicography from the earliest times, showing how Samuel Johnson's classic treatment has been amended in only minor ways. Written in an easy and accessible style, the book focuses on the rampant plagiarism between lexicographers, on ways of comparing meanings of words, and on the need to link lexicon with grammar. Dixon tells an engrossing story that puts forward a vision for the future. (shrink)

This paper investigates the ways English speakers employ the predicates like, similar, and resemble to express similarity in natural speech. A corpus of 450 instances was created and manually coded, and an acceptability rating experiment was conducted. Converging evidence from the corpus analysis and the experiment shows that the three predicates occur with the same range of uses, but differ in their propensities to occur with particular dimensions of similarity. Specifically, like is associated with metaphorical comparisons, and resemble is associated (...) with visual comparisons. A synchronic account of these findings is developed, based on a distinction between conventionally encoded meaning and prototypical usage. A diachronic account is also proposed, highlighting the commonality in the predicates’ conceptual origins and the differences in their historical usage. This work has theoretical and methodological implications for the study of similarity. In particular, it raises the possibility that previous findings may be distorted due to a reliance on certain similarity predicates in the phrasing of experimental instructions and stimuli. It also ties into debates on synonymy, suggesting a shift in attention from a distinction between denotational and associative meaning, to the aforementioned distinction between conventional and prototypical meaning. (shrink)

The autograph corpus of the Damascene scholar Ibn Ṭūlūn is dispersed throughout collections in North America, Europe, and West Asia. As an initial probe into these materials, I will describe, identify, and analyze two compendia in the Princeton University collection: Garrett MSS 196B and 1011H. They contain, among other things, a portion of al-Thaghr al-bassām, an autograph draft of his biographical dictionary of Damascene judges, which is later than the one edited and published in 1959, and a heretofore missing portion (...) of al-Qalāʿid al-jawhari- yya, his topography of al-Ṣāliḥiyya. I will also positively identify an anonymous, untitled manuscript in the Bodleian Library and show its relationship to the al-Thaghr al-bassām autograph. (shrink)

Are verbal reports of disgust in moral situations specific indicators of the concept of disgust, or are they used metaphorically to refer to anger? In this experiment, participants read scenarios describing a violation of a norm either about the use of the body (bodily moral) or about harm and rights (socio-moral). They then expressed disgust and anger on verbal scales, and through facial expression endorsement measures. The use of disgust words in the socio-moral condition was largely predicted by anger words (...) and only secondarily by disgust faces, whereas in the bodily moral condition the use of disgust words was predicted to a similar extent by disgust faces and anger words. Angry faces, however, never predicted disgust words independently of anger words. These results support a middle-ground position in which disgust words concerning socio-moral violations are not entirely a metaphor for anger, but bear some relationship to other representations of disgust. In the case of socio-moral violations, however, the use of disgust language is more strongly related to anger language, and less strongly to facial representations of disgust than in the case of bodily moral violations. (shrink)

Journal Name: Cognitive Linguistics Issue: Ahead of print.

The focus of this paper is two-fold. First, similarities generated from six semantic models were compared to human ratings of paragraph similarity on two datasets—23 World Entertainment News Network paragraphs and 50 ABC newswire paragraphs. Contrary to findings on smaller textual units such as word associations (Griffiths, Tenenbaum, & Steyvers, 2007), our results suggest that when single paragraphs are compared, simple nonreductive models (word overlap and vector space) can provide better similarity estimates than more complex models (LSA, Topic Model, SpNMF, (...) and CSM). Second, various methods of corpus creation were explored to facilitate the semantic models’ similarity estimates. Removing numeric and single characters, and also truncating document length improved performance. Automated construction of smaller Wikipedia-based corpora proved to be very effective, even improving upon the performance of corpora that had been chosen for the domain. Model performance was further improved by augmenting corpora with dataset paragraphs. (shrink)

In the last decades, experimental philosophers have introduced the notion that conceptual analysis could use empirical evidence to back some of its claims. This opens up the possibility for the development of a corpus-based conceptual analysis. However, progress in this direction is contingent on the development of a proper account of concepts and corpus-based conceptual analysis itself that can be leveraged on textual data. In this essay, I address this problem through the question of similarity: how do we evaluate similarity (...) between two concepts, as similarity relates to identity? After a survey of prominent conceptual analysis methods, I propose a cursory account of corpus-based conceptual analysis. Then I formulate the question of similarity, and argue for an account that is functionalist in Millikan's (1984) sense. In this process, I propose a new account of concept that bases itself on millikanian teleosemantics in order to account for concepts' contribution in discourse. I then illustrate its fruitfulness by showing how it enables accounts of concept presence detection in textual data, both automatically and by a human judge. (shrink)