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JusticeAxis: Benchmarking Legal Judgment between Rigid Rule Application and Ungr

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30 Apr
Persuadability and LLMs as Legal Decision Tools

arXiv:2604.26233v1 Announce Type: new Abstract: As Large Language Models (LLMs) are proposed as legal decision assistants, and even first-instance decision-makers, across a range

REPORT · HOW · ArXiv CS.AIOPEN STORY
12 May
When Agents Overtrust Environmental Evidence: An Extensible Agentic Framework for Benchmarking Evidence-Grounding Defects in LLM Agents

arXiv:2605.08828v1 Announce Type: new Abstract: Large language model agents increasingly operate through environment-facing scaffolds that expose files, web pages, APIs, and logs.

REPORT · WHEN · ArXiv CS.AIOPEN STORY
6 Oct
InvestigationWorlds: An Agentic Environment for Legal Investigation

arXiv:2610.04129v1 Announce Type: new Abstract: We introduce InvestigationWorlds, an agentic environment for legal investigation. We build on an underused artifact of U.S. civil

REPORT · HOW · ArXiv CS.AIOPEN STORY
25 Mar
Where Experts Disagree, Models Fail: Detecting Implicit Legal Citations in French Court Decisions

arXiv:2603.22973v1 Announce Type: new Abstract: Computational methods applied to legal scholarship hold the promise of analyzing law at scale. We start from a simple question: how

REPORT · WHERE · ArXiv CS.AIOPEN STORY
25 Mar
Between Rules and Reality: On the Context Sensitivity of LLM Moral Judgment

arXiv:2603.23114v1 Announce Type: new Abstract: A human's moral decision depends heavily on the context. Yet research on LLM morality has largely studied fixed scenarios. We

REPORT · WHAT · ArXiv CS.AIOPEN STORY
24 Aug
No Judgment Without a Reason: Counterfactual Receipts for Versioned AI Evaluators

arXiv:2608.20938v1 Announce Type: new Abstract: Evaluators often produce correct labels via flawed reasoning, a critical failure for agentic systems gating actions, routing

REPORT · HOW · ArXiv CS.AIOPEN STORY
18 Aug
When Do LLMs Apply the Wrong Law? Diagnosing LLM Failures in Temporal Legal Reasoning

arXiv:2608.14610v1 Announce Type: new Abstract: Legal reasoning tasks such as legal judgment prediction (LJP) require identifying the temporally correct version of the law

REPORT · WHEN · ArXiv CS.AIOPEN STORY
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