Legal decision-support systems have the potential to improve access to justice, administrative efficiency, and judicial consistency, but broad adoption of such systems is contingent on development of technologies with low knowledge-engineering, validation, and maintenance costs. This paper describes two approaches to an important form of legal decision support—explainable outcome prediction—that obviate both annotation of an entire decision corpus and manual processing of new cases. The first approach, which uses an attention network for prediction and attention weights to highlight salient case (...) text, was shown to be capable of predicting decisions, but attention-weight-based text highlighting did not demonstrably improve human decision speed or accuracy in an evaluation with 61 human subjects. The second approach, termed semi-supervised case annotation for legal explanations, exploits structural and semantic regularities in case corpora to identify textual patterns that have both predictable relationships to case decisions and explanatory value. (shrink)

Freedom of information laws promote transparency by permitting individuals and organizations to obtain government documents. However, exemptions from disclosure are necessary to protect privacy and to permit government officials to deliberate freely. Deliberative language is often the most challenging and burdensome exemption to detect, leading to high processing costs and delays in responding to open-records requests. This paper describes a novel deliberative-language detection model trained on a new annotated training set. The deliberative-language detection model is a component of a decision-support (...) system for open-records requests under the US Freedom of Information Act, the FOIA Assistant, that ingests documents responsive to an open-records requests, suggests passages likely to be subject to deliberative language, privacy, or other exemptions, and assists analysts in rapidly redacting suggested passages. The tool’s interface is based on extensive human-factors and usability studies with analysts and is currently in operational testing by multiple US federal agencies. (shrink)

The importance of entrepreneurship in China’s emergence as a global economic power is acknowledged—but will Chinese entrepreneurs have a positive or negative effect on social justice and business ethics in China? Increased reliance on guanxi relationships to facilitate business transactions has been witnessed as the communist party relaxed its grip on many segments of the economy. Although decentralizing control of the economy has produced rapid growth, there are many inequities as large numbers of Chinese citizens are exploited by Chinese entrepreneurs, (...) who only know how to compete by keeping costs as low as possible. (shrink)

The importance of entrepreneurship in China’s emergence as a global economic power is acknowledged—but will Chinese entrepreneurs have a positive or negative effect on social justice and business ethics in China? Increased reliance on guanxi relationships to facilitate business transactions has been witnessed as the communist party relaxed its grip on many segments of the economy. Although decentralizing control of the economy has produced rapid growth, there are many inequities as large numbers of Chinese citizens are exploited by Chinese entrepreneurs, (...) who only know how to compete by keeping costs as low as possible. (shrink)