Pith Number

pith:2LVCV5IP

pith:2025:2LVCV5IPAPNNOZENGBGQTKJIO4

not attested not anchored not stored refs pending

SRFT: A Single-Stage Method with Supervised and Reinforcement Fine-Tuning for Reasoning

Dongbin Zhao, Guojun Yin, Jiajun Chai, Qichao Zhang, Songjun Tu, Tinghong Chen, Wei Lin, Xihuai Wang, Yuanheng Zhu, Yuqian Fu

arxiv:2506.19767 v1 · 2025-06-24 · cs.CL · cs.AI · 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{2LVCV5IPAPNNOZENGBGQTKJIO4}

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

18 papers in Pith

Beyond Trajectory Imitation: Strategy-Guided Policy Optimization for LLM Reasoning

What are Key Factors for Updates in RL for LLM Reasoning?

Perceive-to-Reason: Decoupling Perception and Reasoning for Fine-Grained Visual Reasoning

GAC: Noise-Aware Adaptive Mixing for Hybrid SFT-RL Post-Training

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

Receipt and verification

First computed	2026-07-05T11:26:38.524162Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d2ea2af50f03dad7648d304d09a928773a45a74f644a3dfb1b8a4fb430b4f6c6

Aliases

arxiv: 2506.19767 · arxiv_version: 2506.19767v1 · doi: 10.48550/arxiv.2506.19767 · pith_short_12: 2LVCV5IPAPNN · pith_short_16: 2LVCV5IPAPNNOZEN · pith_short_8: 2LVCV5IP

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/2LVCV5IPAPNNOZENGBGQTKJIO4 \
  | 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: d2ea2af50f03dad7648d304d09a928773a45a74f644a3dfb1b8a4fb430b4f6c6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c2b9b5b1dced17274a12aec818271d9d0dc6aa8e9731251ffc4876645ea3b7b5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-06-24T16:31:37Z",
    "title_canon_sha256": "0781369c80f79e6954a84b4e46e64b7fd9e529ea6745884e7a71e2d8d11beab5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.19767",
    "kind": "arxiv",
    "version": 1
  }
}