Evidence Graph

Public research snapshot

Do traceable citations make AI research easier to review?

How do exact excerpts, counterevidence, and human review improve AI research reliability?

Version: 1
Published: July 17, 2026
Findings: 3

01

Exact citations reduce verification cost

Exact excerpts let reviewers verify AI research claims one by one. [1]

02

Counterevidence must remain visible

Page-level links alone do not support factual paragraphs, so counterevidence must remain attached to the conclusion. [2]

03

Human review must preserve the original record

Accepting or rejecting a claim must preserve the original model output and run record. [3]

Evidence index

Sources

01
Product interview: returning from a conclusion to its saved excerpt
connects every claim to an exact excerpt
Open original source
02
Product constraints and counterexamples for cited reports
Page-level links alone do not support factual paragraphs
Open original source
03
Research audit logs and model-output preservation
does not overwrite the original model claim
Open original source