Derivation Web

v0.1 · api

Chain for claim_89be7d849b214c7d

2 nodes. Root first; inputs below.

depth 0 · claim · via classify
claim_89be7d849b214c7d
{"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}
sha256 054e33401a396027…
depth 1 · source
source_ab4bb9277f4f4dd4
**Selected angle:** `source`

## One-sentence thesis

Across 5 independently cited sources, the evidence converges on one bounded claim: lLM-based methods and models improve accuracy across diverse evaluation tasks and benchmarks. Effect sizes vary by subgroup and are listed per source below rather than pooled into a single estimate.


**Interpretation note:** This is a hypothesis-generating alpha…
sha256 cc00d32f85bc72e4…