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AI is dramatically lowering the cost of reading papers, writing code, and running experiments. But as research output explodes, telling which results can be trusted keeps getting harder. CiteArk connects the claims in scientific papers with their experimental conditions, execution process, result evidence, and verification records, so researchers and agents can verify claims, reuse experimental results, and build follow-up research on them instead of repeating work. We hope these trustworthy research records will grow into a scientific foundation that researchers, labs, and agents can all build on together.

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The ACT, SGP, and SGP-Oracle comparisons use values reported under the baselines' original protocols. Even the matched-backbone appendix controls model architecture but not evaluation protocol. · CiteArk

When and How Should an Agent Clarify? CIGAsk: Teaching LLMs to Clarify via Counterfactual Information Gain

Not assessedNo independent reproduction scheduledLimitationlimitation-baseline-protocol-001

The ACT, SGP, and SGP-Oracle comparisons use values reported under the baselines' original protocols. Even the matched-backbone appendix controls model architecture but not evaluation protocol.

Source: paper:PDF pp. 5-6, Table 2 caption and baseline discussion; PDF p. 13, Table 12 caption

Reported and observed measurements

No structured measurement is attached to this Claim.

Assessments (0)

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Runs (0)

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Research Plan identity

Claim version: sha256:aa4252778845e57316933655b17c985722720f403e7ad2f5987343e4694c8a95
Planned experiments: 0
Evidence objects: 0

The paper explicitly marks ACT/SGP values as original-protocol context anchors. The catalog binds reconstructed CIGAsk and in-protocol prompting controls only and does not treat backbone matching as protocol matching.

Machine-readable Claim

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