Pith Number

pith:W3AK36ZL

pith:2024:W3AK36ZL7XAB3KYMMIOBI4XGLR

not attested not anchored not stored refs pending

On Memorization of Large Language Models in Logical Reasoning

Badih Ghazi, Bill Yuchen Lin, Bo Li, Chiyuan Zhang, Chulin Xie, Da Yu, Ravi Kumar, Xinyun Chen, Yangsibo Huang

arxiv:2410.23123 v2 · 2024-10-30 · cs.CL

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\usepackage{pith}
\pithnumber{W3AK36ZL7XAB3KYMMIOBI4XGLR}

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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

12 papers in Pith

A Close Look At World Model Recovery In Supervised Fine-Tuned LLM Planners

Entropy-KL Divergence-based Token Masking: A Novel Approach for Selective Fine-tuning of Large Language Models

On the Generalization Gap in Self-Evolving Language Model Reasoning

Blending Supervised and Reinforcement Fine-Tuning with Prefix Sampling

Receipt and verification

First computed	2026-07-05T10:23:24.790743Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b6c0adfb2bfdc01dab0c621c1472e65c78f0b47e245c5c8278c0e14aeda4289b

Aliases

arxiv: 2410.23123 · arxiv_version: 2410.23123v2 · doi: 10.48550/arxiv.2410.23123 · pith_short_12: W3AK36ZL7XAB · pith_short_16: W3AK36ZL7XAB3KYM · pith_short_8: W3AK36ZL

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/W3AK36ZL7XAB3KYMMIOBI4XGLR \
  | 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: b6c0adfb2bfdc01dab0c621c1472e65c78f0b47e245c5c8278c0e14aeda4289b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0d0100dbd5983ac70ae965836b1c77ea77d7cf91eae57eb24647433f4722bbd7",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-30T15:31:54Z",
    "title_canon_sha256": "4f66fab8a0c93e674de0d64511213fbcff35081acb44015f50ce35197cbc5594"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.23123",
    "kind": "arxiv",
    "version": 2
  }
}