PeopleSearchBench: Evaluating AI-Powered People Search Platforms with Criteria-Grounded Verification

arXiv:2603.27476 · cs.AI, cs.LG · Submitted 2026-03-29 · Read on arXiv

cs.AI, cs.LG

Submitted: 2026-03-29

Updated: 2026-08-30

Terminology

Verification — 33× in this paper · explained in 2 episodes
Benchmark — 29× in this paper · explained in 2 episodes
Ablation — 12× in this paper · explained in 1 episode
Ablation Studies — 4× in this paper · explained in 1 episode
Verifier — 4× in this paper · explained in 2 episodes
Actionability — 2× in this paper · explained in 3 episodes
Aggregation — 2× in this paper · explained in 1 episode
Evaluation Dimensions — 2× in this paper · explained in 3 episodes
LLM judge — 2× in this paper · explained in 2 episodes
Robustness — 2× in this paper · explained in 5 episodes
Ablation study — 1× in this paper · explained in 1 episode
Accuracy — 1× in this paper · explained in 1 episode
Agentic AI — 1× in this paper · explained in 1 episode
Alignment — 1× in this paper · explained in 1 episode
Annotator Agreement — 1× in this paper · explained in 1 episode
Benchmarking — 1× in this paper · explained in 3 episodes
Calibration — 1× in this paper · explained in 7 episodes
Consistency — 1× in this paper · explained in 3 episodes
Core — 1× in this paper · explained in 2 episodes
Data Fusion — 1× in this paper · explained in 3 episodes
Downstream Tasks — 1× in this paper · explained in 2 episodes
LLM-as-a-Judge — 1× in this paper · explained in 3 episodes
Positional Bias — 1× in this paper · explained in 2 episodes
Semantic Understanding — 1× in this paper · explained in 2 episodes

Sources

Long-form factuality in large language models

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