Pith Number

pith:6TL5FWHP

pith:2024:6TL5FWHPKL344KQTAA3PFAYFRW

not attested not anchored not stored refs pending

Enhancing Multi-Step Reasoning Abilities of Language Models through Direct Q-Function Optimization

Chen Dun, Guanlin Liu, Kaixuan Ji, Lin Yan, Ning Dai, Qingping Yang, Quanquan Gu, Renjie Zheng, Zheng Wu

arxiv:2410.09302 v2 · 2024-10-11 · cs.LG · cs.AI · 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{6TL5FWHPKL344KQTAA3PFAYFRW}

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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

2 papers in Pith

rePIRL: Learn PRM with Inverse RL for LLM Reasoning

Fast Rates for Offline Contextual Bandits with Forward-KL Regularization under Single-Policy Concentrability

Receipt and verification

First computed	2026-07-05T10:12:21.208733Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f4d7d2d8ef52f7ce2a130036f283058dba8b065b24852d78f84b3f6ee27fb8ac

Aliases

arxiv: 2410.09302 · arxiv_version: 2410.09302v2 · doi: 10.48550/arxiv.2410.09302 · pith_short_12: 6TL5FWHPKL34 · pith_short_16: 6TL5FWHPKL344KQT · pith_short_8: 6TL5FWHP

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/6TL5FWHPKL344KQTAA3PFAYFRW \
  | 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: f4d7d2d8ef52f7ce2a130036f283058dba8b065b24852d78f84b3f6ee27fb8ac

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d8f20e6a6194aebd616ec1fc7961fe58d9cdd3c9098dde1ea7cca00c41e41107",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-11T23:29:20Z",
    "title_canon_sha256": "9bd45a3405b8be91c5cedfb568181bec387d2e776c34c2ad2b8c44171309521f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.09302",
    "kind": "arxiv",
    "version": 2
  }
}