Pith Number

pith:TAK4YOSR

pith:2024:TAK4YOSRSI4SJI2UMNPODYBKO4

not attested not anchored not stored refs pending

Prompting Strategies for Enabling Large Language Models to Infer Causation from Correlation

Arnaud Doucet, Arthur Gretton, Eleni Sgouritsa, Silvia Chiappa, Virginia Aglietti, Yee Whye Teh

arxiv:2412.13952 v1 · 2024-12-18 · cs.CL · cs.AI · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TAK4YOSRSI4SJI2UMNPODYBKO4}

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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

Why LLMs Fail at Causal Discovery and How Interventional Agents Escape

CausalGuard: Conformal Inference under Graph Uncertainty

When Do We Need LLMs? A Diagnostic for Language-Driven Bandits

Receipt and verification

First computed	2026-07-05T09:51:11.354321Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9815cc3a51923924a354635ee1e02a772bdd78c5a61aa59cb13d5868f0176f71

Aliases

arxiv: 2412.13952 · arxiv_version: 2412.13952v1 · doi: 10.48550/arxiv.2412.13952 · pith_short_12: TAK4YOSRSI4S · pith_short_16: TAK4YOSRSI4SJI2U · pith_short_8: TAK4YOSR

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/TAK4YOSRSI4SJI2UMNPODYBKO4 \
  | 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: 9815cc3a51923924a354635ee1e02a772bdd78c5a61aa59cb13d5868f0176f71

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3db3b38dc9fd96c34ca41f9acbf5141c412c989555c2ddbd46f78a7985ed21e7",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-18T15:32:27Z",
    "title_canon_sha256": "e42f4b091ede73d76dc89d58c4cf0f13506eb37670a4cc6c3841f9cd74efe6e1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.13952",
    "kind": "arxiv",
    "version": 1
  }
}