Pith Number

pith:HZS3UGSO

pith:2024:HZS3UGSOHHOJPFKUYYQIK4X2FV

not attested not anchored not stored refs pending

Lingma SWE-GPT: An Open Development-Process-Centric Language Model for Automated Software Improvement

Binhua Li, Fei Huang, Jue Chen, Rongyu Cao, Yibo Liu, Yingwei Ma, Yongbin Li, Yongchang Cao, Yuchen Liu, Yue Zhang

arxiv:2411.00622 v1 · 2024-11-01 · cs.SE · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HZS3UGSOHHOJPFKUYYQIK4X2FV}

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

11 papers in Pith

Exploration Structure in LLM Agents for Multi-File Change Localization

Agentic Software: How AI Agents Are Restructuring the Software Paradigm

Agentic Environment Engineering for Large Language Models: A Survey of Environment Modeling, Synthesis, Evaluation, and Application

Beyond Final Code: A Process-Oriented Error Analysis of Software Development Agents in Real-World GitHub Scenarios

SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution

Receipt and verification

First computed	2026-07-05T09:29:45.684848Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3e65ba1a4e39dc979554c6208572fa2d4784bcc99e388a415111898e102cff27

Aliases

arxiv: 2411.00622 · arxiv_version: 2411.00622v1 · doi: 10.48550/arxiv.2411.00622 · pith_short_12: HZS3UGSOHHOJ · pith_short_16: HZS3UGSOHHOJPFKU · pith_short_8: HZS3UGSO

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/HZS3UGSOHHOJPFKUYYQIK4X2FV \
  | 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: 3e65ba1a4e39dc979554c6208572fa2d4784bcc99e388a415111898e102cff27

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "05d90c943a82625b0ce2ffd43063a3403621e3483804a02cf3895aa2d340e822",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-11-01T14:27:16Z",
    "title_canon_sha256": "c31c939dda24d301dbaeddc3f013a308966b86a8d8fd767c8cd5f651b1319ac8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.00622",
    "kind": "arxiv",
    "version": 1
  }
}