Pith Number

pith:STMWE4ZC

pith:2022:STMWE4ZCNCWMGDMSKQQ6UQJDFR

not attested not anchored not stored refs pending

A Causal Framework to Quantify the Robustness of Mathematical Reasoning with Language Models

Alessandro Stolfo, Bernhard Sch\"olkopf, Kumar Shridhar, Mrinmaya Sachan, Zhijing Jin

arxiv:2210.12023 v3 · 2022-10-21 · 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{STMWE4ZCNCWMGDMSKQQ6UQJDFR}

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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

1 paper in Pith

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Receipt and verification

First computed	2026-07-05T06:18:36.690275Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

94d962732268acc30d925421ea41232c445a46abd3ac72748adb88c0a551714e

Aliases

arxiv: 2210.12023 · arxiv_version: 2210.12023v3 · doi: 10.48550/arxiv.2210.12023 · pith_short_12: STMWE4ZCNCWM · pith_short_16: STMWE4ZCNCWMGDMS · pith_short_8: STMWE4ZC

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/STMWE4ZCNCWMGDMSKQQ6UQJDFR \
  | 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: 94d962732268acc30d925421ea41232c445a46abd3ac72748adb88c0a551714e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f93f69f839d487ba33c65aaf147052f1668a258034925a7944fa411b95850cee",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-10-21T15:12:37Z",
    "title_canon_sha256": "c652a25733a48ac9cdee349959ba2697e64ae8ec191c8b051137f6a93db261d7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.12023",
    "kind": "arxiv",
    "version": 3
  }
}