Pith Number

pith:ZXPVG6P4

pith:2023:ZXPVG6P4WTGLAULOILWOT6WUNT

not attested not anchored not stored refs pending

Large Language Models are In-Context Semantic Reasoners rather than Symbolic Reasoners

Fanxu Meng, Jiaqi Li, Muhan Zhang, Song-Chun Zhu, Xiaojuan Tang, Yitao Liang, Zilong Zheng

arxiv:2305.14825 v2 · 2023-05-24 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZXPVG6P4WTGLAULOILWOT6WUNT}

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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

5 papers in Pith

What Does Chain-of-Thought Contribute at Probe Time? Evidence for Local Co-Occurrence Activation

On the Cost and Benefit of Chain of Thought: A Learning-Theoretic Perspective

Is Chain-of-Thought Reasoning of LLMs a Mirage? A Data Distribution Lens

EvidenT: An Evidence-Preserving Framework for Iterative System-Level Package Repair

AlignCultura: Towards Culturally Aligned Large Language Models?

Receipt and verification

First computed	2026-07-05T06:18:52.769295Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cddf5379fcb4ccb0516e42ece9fad46cd67e07d32727a1860a1ccc8c8439573b

Aliases

arxiv: 2305.14825 · arxiv_version: 2305.14825v2 · doi: 10.48550/arxiv.2305.14825 · pith_short_12: ZXPVG6P4WTGL · pith_short_16: ZXPVG6P4WTGLAULO · pith_short_8: ZXPVG6P4

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/ZXPVG6P4WTGLAULOILWOT6WUNT \
  | 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: cddf5379fcb4ccb0516e42ece9fad46cd67e07d32727a1860a1ccc8c8439573b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6dc1430d6058306c6acbae7588ef1d4dabd8ef950df0e9c1c69802b986808d72",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-05-24T07:33:34Z",
    "title_canon_sha256": "49c208daa84a5a6512422efa84a480445ded2a0ef700114925ffdaa7c2b29315"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.14825",
    "kind": "arxiv",
    "version": 2
  }
}