Pith Number

pith:7GCFEYXM

pith:2024:7GCFEYXMEXHP54WVWA3WL2G2OP

not attested not anchored not stored refs pending

Chain of Thought Empowers Transformers to Solve Inherently Serial Problems

Denny Zhou, Hong Liu, Tengyu Ma, Zhiyuan Li

arxiv:2402.12875 v4 · 2024-02-20 · cs.LG · cs.CC · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7GCFEYXMEXHP54WVWA3WL2G2OP}

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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

20 papers in Pith

The Optimal Sample Complexity of Learning Autoregressive Chain-of-Thought

Forecasting Future Behavior as a Learning Task

Rethinking the Role of Positional Encoding: Sliding-Window Transformers without PE Remain Turing Complete

Learned Relay Representations for Forward-Thinking Discrete Diffusion Models

Transformers Provably Learn to Internalize Chain-of-Thought

Receipt and verification

First computed	2026-07-05T09:09:56.286299Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f9845262ec25cefef2d5b03765e8da73ede4d81cb152936b29250d58d2ec8f26

Aliases

arxiv: 2402.12875 · arxiv_version: 2402.12875v4 · doi: 10.48550/arxiv.2402.12875 · pith_short_12: 7GCFEYXMEXHP · pith_short_16: 7GCFEYXMEXHP54WV · pith_short_8: 7GCFEYXM

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/7GCFEYXMEXHP54WVWA3WL2G2OP \
  | 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: f9845262ec25cefef2d5b03765e8da73ede4d81cb152936b29250d58d2ec8f26

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d0648657393165cc144b5b6767db20b1bc235bdeea90e0a0548d5e8e16c87fd5",
    "cross_cats_sorted": [
      "cs.CC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-20T10:11:03Z",
    "title_canon_sha256": "29022509b0aed65c6eaaba7359653493eb27453dfe5d91ec81842e47e69b705a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.12875",
    "kind": "arxiv",
    "version": 4
  }
}