Pith Number

pith:DJ535NPP

pith:2023:DJ535NPP46HPPEG2H4BXQQ2UFC

not attested not anchored not stored refs pending

Understanding Causality with Large Language Models: Feasibility and Opportunities

Agrin Hilmkil, Chao Ma, Cheng Zhang, James Vaughan, Jiangfeng Gao, Joel Jennings, Nick Pawlowski, Paul Bennett, Stefan Bauer, Tom Minka, Wenbo Gong

arxiv:2304.05524 v1 · 2023-04-11 · cs.LG · 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{DJ535NPP46HPPEG2H4BXQQ2UFC}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

CounterBench: Evaluating and Improving Counterfactual Reasoning in Large Language Models

BLINC: Context-Specific Causal Learning for Automated RAN Configuration

Receipt and verification

First computed	2026-07-05T06:00:19.848592Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1a7bbeb5efe78ef790da3f03784354288fbd31421604f3af6b4fb0a8dd4e40dd

Aliases

arxiv: 2304.05524 · arxiv_version: 2304.05524v1 · doi: 10.48550/arxiv.2304.05524 · pith_short_12: DJ535NPP46HP · pith_short_16: DJ535NPP46HPPEG2 · pith_short_8: DJ535NPP

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/DJ535NPP46HPPEG2H4BXQQ2UFC \
  | 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: 1a7bbeb5efe78ef790da3f03784354288fbd31421604f3af6b4fb0a8dd4e40dd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e257c78d6cbde55794b7f6c1f482e728e51094fbe6f0b74fe899a07d139bf341",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-04-11T22:30:03Z",
    "title_canon_sha256": "770828de72470fcae8d5bda753e6dbacbdb87fc788ef7780a1080eacee12b94e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.05524",
    "kind": "arxiv",
    "version": 1
  }
}