Derivation Web

claim_134f28d2b8764800

{"decision": "reject", "gate_failures": [{"name": "citation_membership", "passed": false, "reason": "every DOI/PMID cited in the manuscript must appear in the source bundle; missing: doi:10.1109/icicis66182.2025.11313191"}], "notes": ["intake gate rejection"], "review_recommendation": null}

source_1b2bd4e23a774514

**Selected angle:** `source`

## One-sentence thesis

Across 5 direct receipts sharing llm evaluation accuracy tasks as the evaluation shape and accuracy as the metric, GPT, GPT-4, Claude 3.5 Sonnet report comparable performance against stated baselines. Reported values include 98.83%, 81.3%, 97.0%, 88.57%, 79.5%.


**Interpretation note:** This is a hypothesis-generating alpha memo, not confirmat…