Pith Number

pith:Q7ZK5ZEX

pith:2025:Q7ZK5ZEXLUDWYMDULOBJW4Z6TM

not attested not anchored not stored refs pending

Structured Thinking Matters: Improving LLMs Generalization in Causal Inference Tasks

Alonso Silva, Jo\~ao Paulo Nogueira, Wentao Sun

arxiv:2505.18034 v2 · 2025-05-23 · 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{Q7ZK5ZEXLUDWYMDULOBJW4Z6TM}

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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

Why LLMs Fail at Causal Discovery and How Interventional Agents Escape

Receipt and verification

First computed	2026-07-05T11:10:09.636821Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

87f2aee4975d076c30745b829b733e9b29a5b46d54d6989d7860e03f783bdff1

Aliases

arxiv: 2505.18034 · arxiv_version: 2505.18034v2 · doi: 10.48550/arxiv.2505.18034 · pith_short_12: Q7ZK5ZEXLUDW · pith_short_16: Q7ZK5ZEXLUDWYMDU · pith_short_8: Q7ZK5ZEX

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/Q7ZK5ZEXLUDWYMDULOBJW4Z6TM \
  | 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: 87f2aee4975d076c30745b829b733e9b29a5b46d54d6989d7860e03f783bdff1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f7c97090b2b7fd9f92c593c9f326f80da443f3faa96739f33408d4fae4eaced0",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-05-23T15:37:40Z",
    "title_canon_sha256": "cab4fbbb3899e32c8f49ef927d74b33da7e6eaefb25007fb70969dfca357c8d2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.18034",
    "kind": "arxiv",
    "version": 2
  }
}