Pith Number

pith:CHP6E2IA

pith:2024:CHP6E2IALEUORKBOXZDQEHQK7Z

not attested not anchored not stored refs pending

On the Impact of Fine-Tuning on Chain-of-Thought Reasoning

Chirag Agarwal, Elita Lobo, Himabindu Lakkaraju

arxiv:2411.15382 v2 · 2024-11-22 · cs.CL

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\usepackage{pith}
\pithnumber{CHP6E2IALEUORKBOXZDQEHQK7Z}

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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

Reason, Reward, Refine: Step-Level Errors Corrections with Structured Feedback for Physics Reasoning in Small Language Models

Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models

UNIPO: Unified Interactive Visual Explanation for RL Fine-Tuning Policy Optimization

Can You Break RLVER? Probing Adversarial Robustness of RL-Trained Empathetic Agents

SeLaR: Selective Latent Reasoning in Large Language Models

Receipt and verification

First computed	2026-07-05T10:41:50.558810Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

11dfe269005928e8a82ebe47021e0afe774d408cbec846292a82dea6349fbe4f

Aliases

arxiv: 2411.15382 · arxiv_version: 2411.15382v2 · doi: 10.48550/arxiv.2411.15382 · pith_short_12: CHP6E2IALEUO · pith_short_16: CHP6E2IALEUORKBO · pith_short_8: CHP6E2IA

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/CHP6E2IALEUORKBOXZDQEHQK7Z \
  | 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: 11dfe269005928e8a82ebe47021e0afe774d408cbec846292a82dea6349fbe4f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a6240ee763a59060e9fa2baf25c8171e0ae902872d09bb9b2263239e3b430f5c",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-11-22T23:54:37Z",
    "title_canon_sha256": "665500fef286d5a9d97a51ea012f876b4d10a0590af907f5d08b00243fa662fa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.15382",
    "kind": "arxiv",
    "version": 2
  }
}