Reproduce “Same Claim, Different Interpretations: How LLM Agents Resolve Ambiguity in Scientific Claims” on OpenResearch
Turn your favorite coding agents into research agents that review literature, develop hypotheses, and run experiments.
Universal app for Apple silicon and Intel. Requires macOS 11 or later.
About this paper
Delip Rao, Ahmed Muharram, Chris Callison-Burch
Claim Cards let scientific verifiers record an interpretation before evidence gathering, including a claim’s quantifier and support threshold. In GPT-5.4 experiments, stricter edits changed verdict signs on 19 of 56 universal edits and 19 of 58 threshold edits, versus 7.5 and 8.3 expected under a no-effect comparison. This shows supplied readings affect verdicts, not which reading is correct.
Summary by alphaXiv.
Tip: change arxiv.org to autoarxiv.org in any arXiv abstract link to open the paper here.