Pith Number

pith:GSRV7F2Q

pith:2024:GSRV7F2QG2377SSGWHWDE6JCC3

not attested not anchored not stored refs pending

Large Language Models and Causal Inference in Collaboration: A Survey

Furong Huang, Fuxiao Liu, Haoliang Wang, Jiaxin Yuan, Julian McAuley, Junda Wu, Paiheng Xu, Tianrui Guan, Tong Yu, Wei Ai, Xiaoyu Liu, Yifan Yang, Yuhang Zhou

arxiv:2403.09606 v3 · 2024-03-14 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{GSRV7F2QG2377SSGWHWDE6JCC3}

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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

CounterBench: Evaluating and Improving Counterfactual Reasoning in Large Language Models

Generative Synthetic Data for Causal Inference: Pitfalls, Remedies, and Opportunities

Receipt and verification

First computed	2026-07-05T10:36:24.500110Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

34a35f975036b7ffca46b1ec32792216e0c901f771ef30e2721cb00e37586a81

Aliases

arxiv: 2403.09606 · arxiv_version: 2403.09606v3 · doi: 10.48550/arxiv.2403.09606 · pith_short_12: GSRV7F2QG237 · pith_short_16: GSRV7F2QG2377SSG · pith_short_8: GSRV7F2Q

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/GSRV7F2QG2377SSGWHWDE6JCC3 \
  | 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: 34a35f975036b7ffca46b1ec32792216e0c901f771ef30e2721cb00e37586a81

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8dbc132b25bbf67fda36d50cb3151bf8e4fb974cb2143a4413b96dccdddd3d14",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-03-14T17:47:20Z",
    "title_canon_sha256": "2a4ae021420f7addab88587897c41dbabdac51f5419d418fc5d8d29c74a1b307"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.09606",
    "kind": "arxiv",
    "version": 3
  }
}