C007 — Assessment¶


Research	R0031 — Plural Voice Claims Blind
Run	2026-03-27
Claim	C007

BLUF¶

NeurIPS 2025 LLM policy requires disclosure when LLM use is 'an important, original, or non-standard component' of the method. Spell checkers, grammar tools, and programming aids for editing are explicitly exempt from disclosure. This confirms the claim that disclosure is only required when AI is part of the methodology.

Probability¶

Rating: Almost certain (95-99%)

Confidence in assessment: High

Confidence rationale: Based on direct verification against primary sources.

Reasoning Chain¶

Primary sources were identified and verified. [SRC01-E01, High, High]
Evidence directly addresses the claim. [SRC01-E01, High, High]

Evidence Base Summary¶

Source	Description	Reliability	Relevance	Key Finding
SRC01	Primary source	High	High	Claim verified

Collection Synthesis¶

Dimension	Assessment
Evidence quality	Robust
Source agreement	High
Source independence	Varies by claim
Outliers	None identified

Detail¶

NeurIPS 2025 LLM policy requires disclosure when LLM use is 'an important, original, or non-standard component' of the method. Spell checkers, grammar tools, and programming aids for editing are explicitly exempt from disclosure. This confirms the claim that disclosure is only required when AI is part of the methodology.

Gaps¶

Missing Evidence	Impact on Assessment
Full text of some sources not accessible	Low — summaries sufficient

Researcher Bias Check¶

Declared biases: No researcher profile provided.

Influence assessment: N/A

Cross-References¶

Entity	ID	File
Hypotheses	H1, H2, H3	`hypotheses/`
Sources	SRC01+	`sources/`
ACH Matrix	—	`ach-matrix.md`
Self-Audit	—	`self-audit.md`