Pith Number

pith:LIBEC3GO

pith:2025:LIBEC3GOB5UN3ICQNQ3NK3XF54

not attested not anchored not stored refs pending

Exploring the Potential of Offline RL for Reasoning in LLMs: A Preliminary Study

Han Zhao, Haotian Wang, Shuaiting Chen, Sitong Zhao, Xiangang Li, Xiaoyu Tian, Yiping Peng, Yunjie Ji

arxiv:2505.02142 v1 · 2025-05-04 · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LIBEC3GOB5UN3ICQNQ3NK3XF54}

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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

Modularized Reinforcement Learning on LLMs: From MDP Creation to Exploration and Learning

Receipt and verification

First computed	2026-07-05T10:58:32.671376Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5a02416cce0f68dda0506c36d56ee5ef232de4e81183bc588aac89952856fe73

Aliases

arxiv: 2505.02142 · arxiv_version: 2505.02142v1 · doi: 10.48550/arxiv.2505.02142 · pith_short_12: LIBEC3GOB5UN · pith_short_16: LIBEC3GOB5UN3ICQ · pith_short_8: LIBEC3GO

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/LIBEC3GOB5UN3ICQNQ3NK3XF54 \
  | 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: 5a02416cce0f68dda0506c36d56ee5ef232de4e81183bc588aac89952856fe73

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2affffc0f121bf5f2e50e8a48339202d1f4b4f502ab465d05d0b396a44ddc6cc",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-04T15:09:49Z",
    "title_canon_sha256": "2cd8b800e831bf21a9fc1ce2ca6c3bded61b892c4573fc36887b927901c92f51"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.02142",
    "kind": "arxiv",
    "version": 1
  }
}