Pith Number

pith:AJJ6F6JX

pith:2024:AJJ6F6JXDBVDTRLNYM7PLKV2JE

not attested not anchored not stored refs pending

Bias-Augmented Consistency Training Reduces Biased Reasoning in Chain-of-Thought

Edward Rees, Ethan Perez, Hunar Batra, James Chua, Julian Michael, Miles Turpin, Samuel R. Bowman

arxiv:2403.05518 v3 · 2024-03-08 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{AJJ6F6JXDBVDTRLNYM7PLKV2JE}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

6 papers in Pith

Consistency Training Can Entrench Misalignment

Self-Mined Hardness for Safety Fine-Tuning

ContextEcho: A Benchmark for Persona Drift in Long Agentic-Coding Sessions

Mitigating Adaptive Attacks against Reasoning Models with Activation Consistency Training

On-Policy Consistency Training Improves LLM Safety with Minimal Capability Degradation

Receipt and verification

First computed	2026-07-05T11:27:48.789266Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0253e2f937186a39c56dc33ef5aaba49223e97c474a13e70fdc2b9ad989937a6

Aliases

arxiv: 2403.05518 · arxiv_version: 2403.05518v3 · doi: 10.48550/arxiv.2403.05518 · pith_short_12: AJJ6F6JXDBVD · pith_short_16: AJJ6F6JXDBVDTRLN · pith_short_8: AJJ6F6JX

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/AJJ6F6JXDBVDTRLNYM7PLKV2JE \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 0253e2f937186a39c56dc33ef5aaba49223e97c474a13e70fdc2b9ad989937a6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fcf04ad9c5125a486136ff842b2f245cc2349a6d2e950151bd61b7aa2446a445",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-03-08T18:41:42Z",
    "title_canon_sha256": "f294919a2003da12962afae7c1b397941726ec7e7887feb3748e6bf1ac2658d6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.05518",
    "kind": "arxiv",
    "version": 3
  }
}