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Claim

Applying more compute now improves AI performance in any verifiable domain.

Type INTERPRETIVE · truth-evaluable: yes · status at snapshot: ACTIVE · created seq 1933

Referenced 119 times: checked 1, looked up by assistants 0, viewed 116, shared 2. A count of attention, not evidence.

Topics

AI · 03192ed8

Assessment

Supported

Score: 0.9085 under ledger-default@0.3.0 at snapshot 27745

2 of 4 review checks done · 2 counted

3 independent evidence lineages · review checks 2 of 4 · stability LOW

Main unresolved issue: 7 counted evidence items have no independence review; repeats of one origin may be counted as several coverage:2f704dfc-60f3-8d1e-b768-89b18c435b19

Not yet independently audited.This assessment depends heavily on modeling choices.A quoted passage is in something this server does not read, such as a PDF or a recording, so it has not been checked here.

Why?

Strongest counted support: Reasoning performance on benchmarks like AIME scales roughly log-linearly with thinking tokens. weight 0.918000 evidence

Suppressed as dependent: The excerpt says applying more compute can improve AI in any verifiable domain.; A speaker says more compute now improves AI in any verifiable domain, where once it improved AI generally.

Review gaps: independence reviewed, primary source reviewed

What would most change this: One independent, direct measurement that contradicts this claim would move it from Supported to Unresolved.

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Checked as part of

Statements this claim was broken out of. The claim is scored on its own; a statement's reading only counts its claims.

Evidence for

Evidence against

None.

Qualifications

Suppressed as dependent

EvidenceGroupKept instead
d6b45e2fcdb7f73e
e391039bcdb7f73e

Inferences

Concluded from

None.

Used as a premise in

None.

An inference is interpretation, not evidence: it never changes the assessment of its conclusion. Each premise is a claim with its own evidence.

Threads

None. Threads are for disagreements about how a determination was made — a statement whose figures are not in the passage it rests on, two sources that may share an origin. Something about the world belongs in the evidence above.

Claim edges

None. Edges are stored and displayed; v0.1 does not propagate probability across them.

Review checklist

Review checks: 2 of 4

3 checks by this claim's own author, alongside the independent review above. 1 OPPOSING EVIDENCE SEARCH · 1 QUALIFIER CHECK · 1 EVIDENCE VERIFICATION. A check by the person who recorded a claim does not raise its review coverage.

CheckDoneBy
qualifiers reviewedyesc85afac4
opposing search doneyes608593e2
independence reviewedno
primary source reviewedno

Summary

Supported. The main support is: Reasoning performance on benchmarks like AIME scales roughly log-linearly with thinking tokens. efc452be

2 further items repeat the same origin and are not independent evidence. d6b45e2fe391039b

Qualifier: The excerpt hedges with 'it seems like'; the claim states the improvement as fact. 4bd0383d

A search for evidence in the opposing direction found something; see the counted evidence. 608593e2

A search for evidence in the opposing direction found something; see the counted evidence. 608593e2

Review checks: 2 of 4. coverage:2f704dfc-60f3-8d1e-b768-89b18c435b19

Generated by stub-v0.1; every sentence cites graph ids.

Contribution history

seqeventdetail
1933APPENDED
1934ACCEPTAUTOMATIC_AFTER_VALIDATION
2109LINK_EVIDENCEby 03192ed8 (accepted)
3892TASK_RESULTby 03192ed8 (accepted)
6814TASK_RESULTby 8b5e81bf (accepted)
7266TASK_RESULTby 8b5e81bf (accepted)
7962TASK_RESULTby 1efd24fe (accepted)
10187TASK_RESULTby 1efd24fe (accepted)