Pith Number

pith:7L4BN5T2

pith:2024:7L4BN5T2AUGJCEKSWEK4BWXHVI

not attested not anchored not stored refs pending

Enhancing Logical Reasoning in Large Language Models through Graph-based Synthetic Data

Abbas Ghaddar, Bin Wang, Ge Zhang, Jiaming Zhou, Jianye Hao, Liheng Ma, Mark Coates, Soumyasundar Pal, Yaochen Hu, Yingxue Zhang

arxiv:2409.12437 v2 · 2024-09-19 · 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{7L4BN5T2AUGJCEKSWEK4BWXHVI}

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.

Cited by

1 paper in Pith

STEP: Enhancing Video-LLMs' Compositional Reasoning by Spatio-Temporal Graph-guided Self-Training

Receipt and verification

First computed	2026-07-05T09:50:05.547100Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

faf816f67a050c911152b115c0dae7aa2822663088923c4647d0b800f3bf8342

Aliases

arxiv: 2409.12437 · arxiv_version: 2409.12437v2 · doi: 10.48550/arxiv.2409.12437 · pith_short_12: 7L4BN5T2AUGJ · pith_short_16: 7L4BN5T2AUGJCEKS · pith_short_8: 7L4BN5T2

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/7L4BN5T2AUGJCEKSWEK4BWXHVI \
  | 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: faf816f67a050c911152b115c0dae7aa2822663088923c4647d0b800f3bf8342

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d272651e9fd5a6aacb6eeb86070e06fabfdec2b632d3012afbaff4dda9a9d096",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-09-19T03:39:09Z",
    "title_canon_sha256": "28e4d2a18bb69afa913cebb3d03c32c69fb5ecde88b38cd2e5466c69c5859899"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.12437",
    "kind": "arxiv",
    "version": 2
  }
}