FinLifeBench: Exhaustive Life-Event History and Financial-State Reconstruction from Longitudinal Banking Dialogue

arXiv:2609.01198 · cs.AI, cs.CL · Submitted 2026-09-01 · Read on arXiv

cs.AI, cs.CL

Submitted: 2026-09-01

Updated: 2026-09-02

Comments: 9 pages, 3 figures, 3 tables

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Accuracy — 19× in this paper · explained in 1 episode
• Benchmark — 19× in this paper · explained in 2 episodes
• Benchmarking — 7× in this paper · explained in 3 episodes
• Provenance — 7× in this paper · explained in 3 episodes
• Grounding — 6× in this paper · explained in 3 episodes
• Ontology — 4× in this paper · explained in 2 episodes
• Checkpoint State Accuracy — 2× in this paper
• Evidence Recall — 2× in this paper
• Exact History Match — 2× in this paper
• Exact Snapshot Match — 2× in this paper
• Schema Validity — 2× in this paper
• Verification — 2× in this paper · explained in 2 episodes
• AI Agents — 1× in this paper · explained in 2 episodes
• Abstention — 1× in this paper · explained in 1 episode
• Agent Memory — 1× in this paper · explained in 1 episode
• Aggregation — 1× in this paper · explained in 1 episode
• Consistency — 1× in this paper · explained in 3 episodes
• Elias — 1× in this paper · explained in 2 episodes
• Personalization — 1× in this paper · explained in 2 episodes
• Pragmatics — 1× in this paper · explained in 2 episodes
• Temporal Reasoning — 1× in this paper · explained in 2 episodes
• Trace — 1× in this paper · explained in 2 episodes

Sources

• Comprehensive Framework for Evaluating Conversational AI Chatbots
• MemOps: Benchmarking Lifecycle Memory Operations in Long-Horizon Conversations
• MINTEval: Evaluating Memory under Multi-Target Interference in Long-Horizon Agent Systems
• HorizonBench: Long-Horizon Personalization with Evolving Preferences
• MemAudit: Auditing Long-Term Agent Memory via Hidden User-State Recovery
• MemGPT: Towards LLMs as Operating Systems
• MemConflict: Evaluating Long-Term Memory Systems Under Memory Conflicts
• DynamicMem: A Long-Horizon Memory Benchmark in Real-World Settings

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