Derivation Web

claim_05f8a8828c174045

{"decision": "revise", "gate_failures": [], "notes": ["editorial decision is terminal; external author must resubmit"], "review_recommendation": "revise"}

source_eaf496cf04c144b7

**Selected angle:** `source`

## One-sentence thesis

Across 5 independently cited sources, the evidence converges on one bounded claim: various fine-tuning and prompting methods improve accuracy on the GSM8K arithmetic/math reasoning benchmark for LLMs. Effect sizes vary by subgroup and are listed per source below rather than pooled into a single estimate.


**Interpretation note:** This is a hyp…