Pith Number

pith:NMAIHHXS

pith:2024:NMAIHHXSIJSYFEPELZFUGECZSX

not attested not anchored not stored refs pending

CausalBench: A Comprehensive Benchmark for Causal Learning Capability of LLMs

Beicheng Huang, Jibin Wu, Kay Chen Tan, Liang Feng, Xingyu Wu, Yu Zhou

arxiv:2404.06349 v2 · 2024-04-09 · cs.LG

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\usepackage{pith}
\pithnumber{NMAIHHXSIJSYFEPELZFUGECZSX}

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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

6 papers in Pith

CausalDS: Benchmarking Causal Reasoning in Data-Science Agents

Caliper: Probing Lexical Anchors versus Causal Structure in LLMs

QM-ToT: A Medical Tree of Thoughts Reasoning Framework for Quantized Model

CausalReasoningBenchmark: A Real-World Benchmark for Disentangled Evaluation of Causal Identification and Estimation

Reasoning over Video: Evaluating How MLLMs Extract, Integrate, and Reconstruct Spatiotemporal Evidence

Receipt and verification

First computed	2026-07-05T09:12:27.246863Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6b00839ef242658291e45e4b43105995f5c80045bd7b3025f2ed926f318d314f

Aliases

arxiv: 2404.06349 · arxiv_version: 2404.06349v2 · doi: 10.48550/arxiv.2404.06349 · pith_short_12: NMAIHHXSIJSY · pith_short_16: NMAIHHXSIJSYFEPE · pith_short_8: NMAIHHXS

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/NMAIHHXSIJSYFEPELZFUGECZSX \
  | 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: 6b00839ef242658291e45e4b43105995f5c80045bd7b3025f2ed926f318d314f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "324c3dc4c71ae3e3b9ab52994322f42f5e0328a0f274232b89d353cec275fb7e",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-09T14:40:08Z",
    "title_canon_sha256": "7c99714140cd347577d17f0704b1e1372e396e0091c2c2ed20ea841cbc9b71d0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.06349",
    "kind": "arxiv",
    "version": 2
  }
}