Pith Number

pith:EBD3T2QP

pith:2024:EBD3T2QPTE7VQKTTKD2HV47GNC

not attested not anchored not stored refs pending

Causality for Large Language Models

Anpeng Wu, Baohong Li, Fei Wu, Guangyi Chen, Kairong Han, Kun Kuang, Kun Zhang, Minqin Zhu, Yingrong Wang, Yujia Zheng

arxiv:2410.15319 v1 · 2024-10-20 · cs.CL · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EBD3T2QPTE7VQKTTKD2HV47GNC}

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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

3 papers in Pith

Why LLMs Fail at Causal Discovery and How Interventional Agents Escape

Multimodal LLMs under Pairwise Modalities

Mathematical Reasoning via Intervention-Based Time-Series Causal Discovery Using LLMs as Concept Mastery Simulators

Receipt and verification

First computed	2026-07-05T09:23:17.686922Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2047b9ea0f993f582a7350f47af3e668b04fc76c6744bbde27b7c2707011b208

Aliases

arxiv: 2410.15319 · arxiv_version: 2410.15319v1 · doi: 10.48550/arxiv.2410.15319 · pith_short_12: EBD3T2QPTE7V · pith_short_16: EBD3T2QPTE7VQKTT · pith_short_8: EBD3T2QP

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/EBD3T2QPTE7VQKTTKD2HV47GNC \
  | 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: 2047b9ea0f993f582a7350f47af3e668b04fc76c6744bbde27b7c2707011b208

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f0a6a44340773658c0b1e9df4dbdcc5d3b2dd7905d5a73bc3e80fb2a32bda2ab",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-20T07:22:23Z",
    "title_canon_sha256": "e90867c4a847b55d7a31f9f9cfd6c85d620601599c42f95006bd3664f2204993"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.15319",
    "kind": "arxiv",
    "version": 1
  }
}