Galedra
Sign in Sign up

Claim

Researchers who work with models before post-training are the ones most loudly raising alarms, because they have seen the raw model.

Type OBSERVATIONAL · truth-evaluable: yes · status at snapshot: ACTIVE · created seq 1479

an inference word joins a premise to a conclusion; consider separate claims and an edge

Referenced 134 times: checked 3, looked up by assistants 0, viewed 87, shared 44. A count of attention, not evidence.

Topics

AI · 03192ed8

Assessment

Supported

Score: 0.8581 under ledger-default@0.3.0 at snapshot 27745

2 of 4 review checks done · 2 counted

1 independent evidence lineage · review checks 2 of 4 · stability MEDIUM

Main unresolved issue: 6 counted evidence items have no independence review; repeats of one origin may be counted as several coverage:28bc983f-804e-87c5-914a-ec2cf548892d

Not yet independently audited.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: The transcript says researchers working with models before post-training are the ones most sounding alarm bells because they have seen the raw model. weight 1.800000 evidence

Suppressed as dependent: Speaker says researchers dealing with models pre-post-training sound the alarm most, having seen the raw product.; Speaker says pre-post-training researchers sound the loudest alarms because they have seen the raw product.

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.

Hide calculation

0.8581 under ledger-default@0.3.0 at snapshot 27745 · state Supported · Review checks: 2 of 4 · stability MEDIUM · 6 sources, 1 independent lineage

Model ledger-default@0.3.0 (the default model, not the answer) · snapshot 27745 · trace sha256:28b6c2efdd434bd07a2bd5c29dd6e2389b714e7dd1077a37c5381cf48c326b70

Last changed at entry seq 9866; nothing logged since has borne on this claim.

How the number was reached

Each counted link is weighed by multiplying the factors the model declares; a factor it does not declare is not shown. Every factor name below links to what that number means.

LinkWorkingWeightCounted as
3b4c9d3f support relevance MODERATE 0.6 × observation HEARSAY 0.1 × interpretation 1 step, 1 − 0.15 × 1 0.850000 × authenticity UNVERIFIED 1.0 × extraction UNVERIFIED 1.0 × provenance SELF 0.0 × edition NAMED_OR_UNRELATED 1 0.000000 0.000000 (dependent strongest only, kept 701ed9f7)
701ed9f7 support relevance WEAK 0.2 × observation HEARSAY 0.1 × interpretation 2 steps, 1 − 0.15 × 2 0.700000 × authenticity UNVERIFIED 1.0 × extraction UNVERIFIED 1.0 × provenance SELF 0.0 × edition NAMED_OR_UNRELATED 1 0.000000 0.000000
db2cb2aa support relevance DIRECT 2.0 × observation DIRECT_TEXT 0.9 × interpretation 0 steps, 1 − 0.15 × 0 1.000000 × authenticity UNVERIFIED 1.0 × extraction UNVERIFIED 1.0 × provenance INDEPENDENT 1.0 × edition NAMED_OR_UNRELATED 1 1.800000 1.800000
c9bbc3f8 qualify relevance MODERATE 0.6 × observation DIRECT_TEXT 0.9 × interpretation 1 step, 1 − 0.15 × 1 0.850000 × authenticity UNVERIFIED 1.0 × extraction UNVERIFIED 1.0 × provenance INDEPENDENT 1.0 × edition NAMED_OR_UNRELATED 1 0.459000 0.000000 (non directional)
d719002c qualify relevance DIRECT 2.0 × observation DIRECT_TEXT 0.9 × interpretation 0 steps, 1 − 0.15 × 0 1.000000 × authenticity UNVERIFIED 1.0 × extraction UNVERIFIED 1.0 × provenance SELF 0.0 × edition NAMED_OR_UNRELATED 1 0.000000 0.000000 (non directional)
28d6aeef support relevance DIRECT 2.0 × observation DIRECT_TEXT 0.9 × interpretation 1 step, 1 − 0.15 × 1 0.850000 × authenticity UNVERIFIED 1.0 × extraction UNVERIFIED 1.0 × provenance SELF 0.0 × edition NAMED_OR_UNRELATED 1 0.000000 0.000000 (dependent strongest only, kept 701ed9f7)

prior 0.50 → log-odds 0.000000 + 1.800000 (the counted weights) = 1.800000 → probability 0.8581

Under neighbouring settings of the same model: 0.7790 to 0.9121, a spread of 0.1331.

Half-even rounding, six places for weights and four for the probability. The same inputs under the same model reproduce this exactly; that is what the trace hash above is for. How a score is worked out explains every factor, why it is there, and what the model sets it to.

Your view

Sign in to register whether you agree or disagree. A view is yours alone and never changes the assessment.

Registered views

Nobody has registered a view yet.

Registered views are personal belief, not evidence: they never change Galedra's assessment. Affiliations are self-declared and shown only for groups of 5 or more.

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
c7ec717c701ed9f7
298206e7701ed9f7

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 reviewedyesaf898ec5
opposing search doneyes1cf594dc
independence reviewedno
primary source reviewedno

Summary

Supported. The main support is: The transcript says researchers working with models before post-training are the ones most sounding alarm bells because they have seen the raw model. 6c8f1001

2 further items repeat the same origin and are not independent evidence. c7ec717c298206e7

Qualifier: Ars Technica reports a pretraining researcher publicly raising severe AI-risk concerns, but this single case does not establish the claim’s broad comparative or causal wording. bb9f65ef

Qualifier: The evidence is Blundin's anecdotal impression from talking to researchers, not a systematic finding. ec3afed1

A search for evidence in the opposing direction found none. 1cf594dc

A search for evidence in the opposing direction found none. 1cf594dc

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

Contribution history

seqeventdetail
1479APPENDED
1480ACCEPTAUTOMATIC_AFTER_VALIDATION
1607LINK_EVIDENCEby 03192ed8 (accepted)
3794TASK_RESULTby 03192ed8 (accepted)
6730TASK_RESULTby 8b5e81bf (accepted)
7756TASK_RESULTby 1efd24fe (accepted)
9788LINK_EVIDENCEby 1efd24fe (accepted)
9865LINK_EVIDENCEby 1efd24fe (accepted)

Score trace

{
  "claim": "28bc983f-804e-87c5-914a-ec2cf548892d",
  "links": [
    {
      "kept": "33863efa-7398-8494-904f-52ff701ed9f7",
      "link": "0f9cc69f-c462-81fb-919d-1f983b4c9d3f",
      "group": null,
      "reason": "dependent_strongest_only",
      "edition": "NAMED_OR_UNRELATED",
      "evidence": "adc302f0-d981-8621-ba4f-5317c7ec717c",
      "direction": "SUPPORT",
      "magnitude": "0.000000",
      "relevance": "MODERATE",
      "extraction": "UNVERIFIED",
      "provenance": "SELF",
      "observation": "HEARSAY",
      "source_type": "VIDEO",
      "authenticity": "UNVERIFIED",
      "audit_confirmed": false,
      "effective_weight": "0.000000",
      "interpretive_steps": 1
    },
    {
      "link": "33863efa-7398-8494-904f-52ff701ed9f7",
      "group": null,
      "edition": "NAMED_OR_UNRELATED",
      "evidence": "61e2722f-069a-8b65-b163-70a8c2c5a332",
      "direction": "SUPPORT",
      "magnitude": "0.000000",
      "relevance": "WEAK",
      "extraction": "UNVERIFIED",
      "provenance": "SELF",
      "observation": "HEARSAY",
      "source_type": "VIDEO",
      "authenticity": "UNVERIFIED",
      "audit_confirmed": false,
      "effective_weight": "0.000000",
      "interpretive_steps": 2
    },
    {
      "link": "5c1959af-0387-82f0-9391-f0bbdb2cb2aa",
      "group": null,
      "edition": "NAMED_OR_UNRELATED",
      "evidence": "a2f23af4-9ec3-8bd4-8010-2e636c8f1001",
      "direction": "SUPPORT",
      "magnitude": "1.800000",
      "relevance": "DIRECT",
      "extraction": "UNVERIFIED",
      "provenance": "INDEPENDENT",
      "observation": "DIRECT_TEXT",
      "source_type": "WEBSITE",
      "authenticity": "UNVERIFIED",
      "audit_confirmed": false,
      "effective_weight": "1.800000",
      "interpretive_steps": 0
    },
    {
      "link": "5cade40d-2f10-8c02-990d-3208c9bbc3f8",
      "group": null,
      "reason": "non_directional",
      "edition": "NAMED_OR_UNRELATED",
      "evidence": "7a4bdfd2-068d-81a7-bb64-8844bb9f65ef",
      "direction": "QUALIFY",
      "magnitude": "0.459000",
      "relevance": "MODERATE",
      "extraction": "UNVERIFIED",
      "provenance": "INDEPENDENT",
      "observation": "DIRECT_TEXT",
      "source_type": "WEBSITE",
      "authenticity": "UNVERIFIED",
      "audit_confirmed": false,
      "effective_weight": "0.000000",
      "interpretive_steps": 1
    },
    {
      "link": "e87cc5a5-9a23-8d84-a8f0-205ed719002c",
      "group": null,
      "reason": "non_directional",
      "edition": "NAMED_OR_UNRELATED",
      "evidence": "c3bb5c0c-476d-840d-a647-81d3ec3afed1",
      "direction": "QUALIFY",
      "magnitude": "0.000000",
      "relevance": "DIRECT",
      "extraction": "UNVERIFIED",
      "provenance": "SELF",
      "observation": "DIRECT_TEXT",
      "source_type": "VIDEO",
      "authenticity": "UNVERIFIED",
      "audit_confirmed": false,
      "effective_weight": "0.000000",
      "interpretive_steps": 0
    },
    {
      "kept": "33863efa-7398-8494-904f-52ff701ed9f7",
      "link": "f641d4c7-c2eb-8718-a659-ba1028d6aeef",
      "group": null,
      "reason": "dependent_strongest_only",
      "edition": "NAMED_OR_UNRELATED",
      "evidence": "5f40dfac-787b-8d91-93a8-de62298206e7",
      "direction": "SUPPORT",
      "magnitude": "0.000000",
      "relevance": "DIRECT",
      "extraction": "UNVERIFIED",
      "provenance": "SELF",
      "observation": "DIRECT_TEXT",
      "source_type": "VIDEO",
      "authenticity": "UNVERIFIED",
      "audit_confirmed": false,
      "effective_weight": "0.000000",
      "interpretive_steps": 1
    }
  ],
  "model": "ledger-default@0.3.0",
  "prior": "0.50",
  "variants": {
    "spread": "0.1331",
    "permissive": "0.9121",
    "conservative": "0.7790"
  },
  "code_hash": "sha256:c61a6fdf35a754a0d7e958df149036a083c0eaeb7d2d2e52704ec32b0c36def7",
  "contested": false,
  "stability": "MEDIUM",
  "claim_type": "OBSERVATIONAL",
  "config_hash": "sha256:86768038080b8ab5233f1e4b7aba10af05b5bb44caa432095150b90e81209809",
  "probability": "0.8581",
  "provisional": true,
  "evidence_sum": "1.800000",
  "snapshot_seq": 9866,
  "prior_log_odds": "0.000000",
  "support_groups": 1,
  "model_dependent": false,
  "review_coverage": "0.50",
  "truth_evaluable": true,
  "assessment_state": "SUPPORTED",
  "review_checklist": {
    "qualifiers_reviewed": {
      "by": [
        "01a0bc4c-8116-7907-9c5a-1001af898ec5"
      ],
      "ok": true
    },
    "opposing_search_done": {
      "by": [
        "01a0bc4c-80e4-77f2-bb88-92ea1cf594dc"
      ],
      "ok": true
    },
    "independence_reviewed": {
      "by": [],
      "ok": false
    },
    "primary_source_reviewed": {
      "by": [],
      "ok": false
    }
  },
  "contradict_groups": 0,
  "rounding_boundary": false,
  "posterior_log_odds": "1.800000",
  "not_applicable_reason": null,
  "independence_unreviewed": 6
}