Pith Number

pith:73Z5GYZQ

pith:2024:73Z5GYZQ72JWUYEZJC4O3252AM

not attested not anchored not stored refs pending

Are LLMs Capable of Data-based Statistical and Causal Reasoning? Benchmarking Advanced Quantitative Reasoning with Data

Kai-Wei Chang, Pan Lu, Xiao Liu, Xueqing Wu, Yansong Feng, Zirui Wu

arxiv:2402.17644 v2 · 2024-02-27 · cs.CL · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{73Z5GYZQ72JWUYEZJC4O3252AM}

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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

ErrorRadar: Benchmarking Complex Mathematical Reasoning of Multimodal Large Language Models Via Error Detection

FoNE: Precise Single-Token Number Embeddings via Fourier Features

Large Language Models for Causal Relations Extraction in Social Media: A Validation Framework for Disaster Intelligence

Receipt and verification

First computed	2026-07-05T08:29:23.095860Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fef3d36330fe936a609948b8edebba030a323a4837a3451b84b96de539499006

Aliases

arxiv: 2402.17644 · arxiv_version: 2402.17644v2 · doi: 10.48550/arxiv.2402.17644 · pith_short_12: 73Z5GYZQ72JW · pith_short_16: 73Z5GYZQ72JWUYEZ · pith_short_8: 73Z5GYZQ

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/73Z5GYZQ72JWUYEZJC4O3252AM \
  | 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: fef3d36330fe936a609948b8edebba030a323a4837a3451b84b96de539499006

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3720e4cb599a1afbcf48608ffcf1cd36373afd1d230d95ea117627c7afde04fc",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-27T16:15:03Z",
    "title_canon_sha256": "292b092a7d33625190211e98194cf1004178aa1d07db19e5d28b3d6d44eb4db5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.17644",
    "kind": "arxiv",
    "version": 2
  }
}