Pith Number

pith:HIE2RW67

pith:2024:HIE2RW67KU3H5VE63OGHT4IZO7

not attested not anchored not stored refs pending

Do Large Language Models Show Biases in Causal Learning?

Denise Alejandra Mester, Francisca Gauna Selasco, Gerardo I. Simari, Margarita Gonzales, Maria Vanina Martinez, Maria Victoria Carro, Mario A. Leiva

arxiv:2412.10509 v1 · 2024-12-13 · cs.AI · cs.CL · 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{HIE2RW67KU3H5VE63OGHT4IZO7}

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.

Receipt and verification

First computed	2026-07-05T09:49:16.950677Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3a09a8dbdf55367ed49edb8c79f11977fb16bc8d23fcde46a1f9a62388598ea5

Aliases

arxiv: 2412.10509 · arxiv_version: 2412.10509v1 · doi: 10.48550/arxiv.2412.10509 · pith_short_12: HIE2RW67KU3H · pith_short_16: HIE2RW67KU3H5VE6 · pith_short_8: HIE2RW67

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/HIE2RW67KU3H5VE63OGHT4IZO7 \
  | 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: 3a09a8dbdf55367ed49edb8c79f11977fb16bc8d23fcde46a1f9a62388598ea5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6faa975fb639dca2a51fc8c43314933daedb59e86e87fe3b2c742f3a8f76c185",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-12-13T19:03:48Z",
    "title_canon_sha256": "72a0079fcb795466ae1d78039322a9bcfdccdbe1cfba65c7b4dca617bc66e5aa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.10509",
    "kind": "arxiv",
    "version": 1
  }
}