FinRiskAtlas: Decision-Aligned Evaluation of Large Language Models for Financial Risk Review

arXiv:2608.25325 · cs.AI, cs.CL · Submitted 2026-08-26 · Read on arXiv

cs.AI, cs.CL

Submitted: 2026-08-26

Updated: 2026-08-26

Terminology

• Benchmark — 100× in this paper · explained in 2 episodes
• Alignment — 52× in this paper · explained in 1 episode
• Accuracy — 12× in this paper · explained in 1 episode
• Regret — 12× in this paper · explained in 3 episodes
• Recorded-Action Agreement — 10× in this paper
• Conditional Request Alignment — 8× in this paper
• Evidence-Request Alignment — 7× in this paper
• Provenance — 5× in this paper · explained in 4 episodes
• Verification — 5× in this paper · explained in 2 episodes
• Benchmarking — 4× in this paper · explained in 4 episodes
• Abstention — 3× in this paper · explained in 1 episode
• Grounding — 3× in this paper · explained in 3 episodes
• Aggregation — 2× in this paper · explained in 1 episode
• Deferral — 2× in this paper · explained in 2 episodes
• Adam — 1× in this paper · explained in 2 episodes
• Admissibility — 1× in this paper · explained in 2 episodes
• Data Provenance — 1× in this paper · explained in 2 episodes
• EMMA — 1× in this paper · explained in 2 episodes
• Evaluation Dimensions — 1× in this paper · explained in 3 episodes
• Failure Modes — 1× in this paper · explained in 3 episodes
• Foundation Model — 1× in this paper · explained in 3 episodes
• Foundation Models — 1× in this paper · explained in 7 episodes
• Information Leakage — 1× in this paper · explained in 2 episodes
• LLM judge — 1× in this paper · explained in 2 episodes
• LLM-as-a-Judge — 1× in this paper · explained in 3 episodes
• Large Language Models (LLMs) — 1× in this paper · explained in 6 episodes
• Robustness — 1× in this paper · explained in 5 episodes
• Semantic Alignment — 1× in this paper · explained in 3 episodes
• Trace — 1× in this paper · explained in 2 episodes

Sources

• Finance Agent Benchmark: Benchmarking LLMs on Real-world Financial Research Tasks
• FinGuard: Detecting Financial Regulatory Non-Compliance in LLM Interactions
• FinRED: An Expert-Guided Benchmark Generation and Evaluation Framework for Financial LLM Red-Teaming
• Grounded in Reality: Learning and Deploying Proactive LLM from Offline Logs

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