Pith Number

pith:2DAFY5AS

pith:2023:2DAFY5ASAHNTIOMDH3VE3IG2DH

not attested not anchored not stored refs pending

Causal Parrots: Large Language Models May Talk Causality But Are Not Causal

Devendra Singh Dhami, Kristian Kersting, Matej Ze\v{c}evi\'c, Moritz Willig

arxiv:2308.13067 v1 · 2023-08-24 · cs.AI · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2DAFY5ASAHNTIOMDH3VE3IG2DH}

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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

9 papers in Pith

Simulate, Reason, Decide: Scientific Reasoning with LLMs for Simulation-Driven Decision Making

ORCA: An End-to-End Interactive Copilot for Optimized Root Cause Analysis

YoCausal: How Far is Video Generation from World Model? A Causality Perspective

CounterBench: Evaluating and Improving Counterfactual Reasoning in Large Language Models

Does the Model Say What the Data Says? A Simple Heuristic for Model Data Alignment

Receipt and verification

First computed	2026-07-05T06:44:38.105711Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d0c05c741201db3439833eea4da0da19e60609ce67b3b5713e554eca912db056

Aliases

arxiv: 2308.13067 · arxiv_version: 2308.13067v1 · doi: 10.48550/arxiv.2308.13067 · pith_short_12: 2DAFY5ASAHNT · pith_short_16: 2DAFY5ASAHNTIOMD · pith_short_8: 2DAFY5AS

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/2DAFY5ASAHNTIOMDH3VE3IG2DH \
  | 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: d0c05c741201db3439833eea4da0da19e60609ce67b3b5713e554eca912db056

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0ef08435e736ffcf621f1f0302d1a6a0577a6e1c2a4ec241afb84e3630245c92",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-08-24T20:23:13Z",
    "title_canon_sha256": "2b07d4fee4b34bf646756bcc53f03c79213ba701ee8d06b1e9aa85eb20f454be"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.13067",
    "kind": "arxiv",
    "version": 1
  }
}