Factorized Hypothesis Search for Evidence-to-Taxonomy Retrieval

arXiv:2608.06614 · cs.CL, cs.AI · Submitted 2026-08-06 · Read on arXiv

cs.CL, cs.AI

Submitted: 2026-08-06

Updated: 2026-10-13

Comments: 28 pages, 1 figure, 28 tables

Code: https://github.com/SarielMa/FHS

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

Terminology

• Verifier — 88× in this paper · explained in 2 episodes
• Grounding — 37× in this paper · explained in 3 episodes
• Accuracy — 29× in this paper · explained in 1 episode
• Verification — 19× in this paper · explained in 2 episodes
• Generator — 18× in this paper · explained in 2 episodes
• Ablation — 8× in this paper · explained in 1 episode
• Papers — 7× in this paper · explained in 3 episodes
• Factorized Hypothesis Search — 6× in this paper
• Abstention — 5× in this paper · explained in 1 episode
• Benchmark — 4× in this paper · explained in 2 episodes
• RAG — 4× in this paper · explained in 3 episodes
• Consistency — 3× in this paper · explained in 3 episodes
• Core — 3× in this paper · explained in 2 episodes
• Robustness — 3× in this paper · explained in 6 episodes
• Self-Consistency — 3× in this paper · explained in 3 episodes
• AUROC — 2× in this paper · explained in 3 episodes
• Hyperparameters — 2× in this paper · explained in 2 episodes
• Iterative Refinement — 2× in this paper · explained in 5 episodes
• Redundancy — 2× in this paper · explained in 2 episodes
• Ablation Studies — 1× in this paper · explained in 1 episode
• Calibration — 1× in this paper · explained in 9 episodes
• Composition — 1× in this paper · explained in 2 episodes
• Embeddings — 1× in this paper · explained in 2 episodes
• Fidelity — 1× in this paper · explained in 2 episodes
• Knowledge Graph — 1× in this paper · explained in 8 episodes
• Mean Reciprocal Rank — 1× in this paper
• Provenance — 1× in this paper · explained in 5 episodes
• Representation Learning — 1× in this paper · explained in 3 episodes
• Steering — 1× in this paper · explained in 2 episodes
• Text-to-SQL — 1× in this paper · explained in 4 episodes

Sources

• Beyond Single-Shot: Multi-step Tool Retrieval via Query Planning
• FinTagging: Benchmarking LLMs for Extracting and Structuring Financial Information

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