Pith Number

pith:GSMMPZN7

pith:2023:GSMMPZN7R2IDES2DRE7LHPW4ES

not attested not anchored not stored refs pending

Making Large Language Models Better Reasoners with Alignment

Binghuai Lin, Feifan Song, Lei Li, Liang Chen, Peiyi Wang, Tianyu Liu, Yunbo Cao, Zhifang Sui

arxiv:2309.02144 v1 · 2023-09-05 · cs.CL · cs.AI · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GSMMPZN7R2IDES2DRE7LHPW4ES}

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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

7 papers in Pith

DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Does Math Reasoning Improve General LLM Capabilities? Understanding Transferability of LLM Reasoning

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Smaug: Fixing Failure Modes of Preference Optimisation with DPO-Positive

Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human Annotations

Receipt and verification

First computed	2026-07-05T06:47:49.048630Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3498c7e5bf8e90324b43893eb3bedc248be7cf3ec73f7d1f88d42e1bf55172da

Aliases

arxiv: 2309.02144 · arxiv_version: 2309.02144v1 · doi: 10.48550/arxiv.2309.02144 · pith_short_12: GSMMPZN7R2ID · pith_short_16: GSMMPZN7R2IDES2D · pith_short_8: GSMMPZN7

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/GSMMPZN7R2IDES2DRE7LHPW4ES \
  | 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: 3498c7e5bf8e90324b43893eb3bedc248be7cf3ec73f7d1f88d42e1bf55172da

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f655fccc985e006982655c2a45ff2e954541f186acf7a28bb78544ffdeddd215",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-09-05T11:32:48Z",
    "title_canon_sha256": "836b32aa75966294ed298028bd0ea4ed4de11465ef3db8de4a867b068bdb5e0b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.02144",
    "kind": "arxiv",
    "version": 1
  }
}