Pith Number

pith:MBP5TE2F

pith:2024:MBP5TE2FJQBNEHI6DQQBXMW3D7

not attested not anchored not stored refs pending

Evaluating Large Language Models for Causal Modeling

Georg Niess, Houssam Razouk, Leonie Benischke, Roman Kern

arxiv:2411.15888 v1 · 2024-11-24 · 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{MBP5TE2FJQBNEHI6DQQBXMW3D7}

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	2026-07-05T09:39:42.867476Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

605fd993454c02d21d1e1c201bb2db1fca99d9fca35f0d1227ca0caddebbf3aa

Aliases

arxiv: 2411.15888 · arxiv_version: 2411.15888v1 · doi: 10.48550/arxiv.2411.15888 · pith_short_12: MBP5TE2FJQBN · pith_short_16: MBP5TE2FJQBNEHI6 · pith_short_8: MBP5TE2F

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/MBP5TE2FJQBNEHI6DQQBXMW3D7 \
  | 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: 605fd993454c02d21d1e1c201bb2db1fca99d9fca35f0d1227ca0caddebbf3aa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6adc733a6012667e404fc0a478968912bd23a8981f56cc5e674cec5536cce805",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-11-24T15:51:56Z",
    "title_canon_sha256": "e035bfea040caeb59c39420bcad2d5f47748977c14c2e3eb599664e0469af46b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.15888",
    "kind": "arxiv",
    "version": 1
  }
}