Pith Number

pith:RLO3LPZQ

pith:2025:RLO3LPZQYTBCUGOU4LRQJQNFUC

not attested not anchored not stored refs pending

A Survey on Enhancing Causal Reasoning Ability of Large Language Models

Fang Chen, Kun Yu, Shoujin Wang, Xin Li, Zhuo Cai

arxiv:2503.09326 v1 · 2025-03-12 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{RLO3LPZQYTBCUGOU4LRQJQNFUC}

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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

1 paper in Pith

Causal Distillation: Transferring Structured Explanations from Large to Compact Language Models

Receipt and verification

First computed	2026-07-05T10:29:53.967204Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8addb5bf30c4c22a19d4e2e304c1a5a080944cc5ec6576e3f09df82ff37eb8d9

Aliases

arxiv: 2503.09326 · arxiv_version: 2503.09326v1 · doi: 10.48550/arxiv.2503.09326 · pith_short_12: RLO3LPZQYTBC · pith_short_16: RLO3LPZQYTBCUGOU · pith_short_8: RLO3LPZQ

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/RLO3LPZQYTBCUGOU4LRQJQNFUC \
  | 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: 8addb5bf30c4c22a19d4e2e304c1a5a080944cc5ec6576e3f09df82ff37eb8d9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1ca5bfb103c3779d8a413de767435634f958ca68364155425cdf681cf1d2f159",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-03-12T12:20:31Z",
    "title_canon_sha256": "106080810ac51949266bee0bcf4448686089264a0d72e9bb0b3cbea0bdc54be5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.09326",
    "kind": "arxiv",
    "version": 1
  }
}