Pith Number

pith:QD3LIN5O

pith:2025:QD3LIN5OCXRSKWDHUROVPM2V5B

not attested not anchored not stored refs pending

Towards System 2 Reasoning in LLMs: Learning How to Think With Meta Chain-of-Thought

Alon Albalak, Anikait Singh, Charlie Snell, Chase Blagden, Chelsea Finn, Dakota Mahan, Duy Phung, Jan-Philipp Franken, Kanishk Gandhi, Louis Castricato, Nathan Lile, Nick Haber, Rafael Rafailov, Violet Xiang

arxiv:2501.04682 v1 · 2025-01-08 · cs.AI · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QD3LIN5OCXRSKWDHUROVPM2V5B}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

15 papers in Pith

When Does In-Context Search Help? A Sampling-Complexity Theory of Reflection-Driven Reasoning

VTI-CoT: Visual-Textual Interleaved Chain of Thought for Video Reasoning

Adaptive Latent Agentic Reasoning

Selective Latent Thinking: Adaptive Compression of LLM Reasoning Chains

Latent Reward Steering: An Adaptive Inference-Time Framework that Implicitly Promotes Cognitive Behaviors in Reasoning LLMs

Receipt and verification

First computed	2026-07-05T09:58:38.793557Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

80f6b437ae15e3255867a45d57b355e84a9a239c1e67864a608bedbdc151854c

Aliases

arxiv: 2501.04682 · arxiv_version: 2501.04682v1 · doi: 10.48550/arxiv.2501.04682 · pith_short_12: QD3LIN5OCXRS · pith_short_16: QD3LIN5OCXRSKWDH · pith_short_8: QD3LIN5O

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/QD3LIN5OCXRSKWDHUROVPM2V5B \
  | 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: 80f6b437ae15e3255867a45d57b355e84a9a239c1e67864a608bedbdc151854c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "236fb40e0eb2ff49d785f730a3fbd9ebd48c81c4ca7e16f44a9696343aa1c8a8",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-01-08T18:42:48Z",
    "title_canon_sha256": "8ca28f47a8d4ad73376f163af8590bfb449677ca2efbcd7386bb6a1997f7741e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.04682",
    "kind": "arxiv",
    "version": 1
  }
}