Pith Number

pith:ZQAKAFPH

pith:2024:ZQAKAFPHZMKMWAKVF6D3UZTLEW

not attested not anchored not stored refs pending

Are Your LLMs Capable of Stable Reasoning?

Hongwei Liu, Junnan Liu, Kai Chen, Kuikun Liu, Linchen Xiao, Songyang Gao, Songyang Zhang, Wenwei Zhang, Ziyi Wang

arxiv:2412.13147 v5 · 2024-12-17 · 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{ZQAKAFPHZMKMWAKVF6D3UZTLEW}

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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

7 papers in Pith

The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes

InternBootcamp Technical Report: Boosting LLM Reasoning with Verifiable Task Scaling

AIPO: Learning to Reason from Active Interaction

Position: The Hidden Costs and Measurement Gaps of Reinforcement Learning with Verifiable Rewards

Don't Pass@k: A Bayesian Framework for Large Language Model Evaluation

Receipt and verification

First computed	2026-07-05T11:50:29.547636Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cc00a015e7cb14cb01552f87ba666b2582b066ffce419594dc7d677e27dc5795

Aliases

arxiv: 2412.13147 · arxiv_version: 2412.13147v5 · doi: 10.48550/arxiv.2412.13147 · pith_short_12: ZQAKAFPHZMKM · pith_short_16: ZQAKAFPHZMKMWAKV · pith_short_8: ZQAKAFPH

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/ZQAKAFPHZMKMWAKVF6D3UZTLEW \
  | 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: cc00a015e7cb14cb01552f87ba666b2582b066ffce419594dc7d677e27dc5795

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2485e948cd2a4bf03e9e859aea66963d6dc175080770d8294b8da403f9abb8cd",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-12-17T18:12:47Z",
    "title_canon_sha256": "6e383a72bda2ea58cc5f4f0d36d1a12ffa8a13d705825446c66fd5a95b29d5a6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.13147",
    "kind": "arxiv",
    "version": 5
  }
}