Pith Number

pith:2TID572X

pith:2024:2TID572XRO4BC64XAYWCRENEDN

not attested not anchored not stored refs pending

Diversity Empowers Intelligence: Integrating Expertise of Software Engineering Agents

Bo Pang, Caiming Xiong, Huan Wang, Jiacheng Xu, Kexun Zhang, Lei Li, Renze Lou, Rithesh Murthy, Shelby Heinecke, Silvio Savarese, Tian Lan, Weiran Yao, Yihao Feng, Yingbo Zhou, Zhiwei Liu, Zuxin Liu

arxiv:2408.07060 v1 · 2024-08-13 · cs.SE · cs.AI · cs.CL · 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{2TID572XRO4BC64XAYWCRENEDN}

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

3 papers in Pith

Training Software Engineering Agents and Verifiers with SWE-Gym

Beyond Resolution Rates: Behavioral Drivers of Coding Agent Success and Failure

Agentless: Demystifying LLM-based Software Engineering Agents

Receipt and verification

First computed	2026-07-05T08:55:05.340076Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d4d03eff578bb8117b97062c2891a41b43ef9df95c1c35238e62bf6a9f0c4c3d

Aliases

arxiv: 2408.07060 · arxiv_version: 2408.07060v1 · doi: 10.48550/arxiv.2408.07060 · pith_short_12: 2TID572XRO4B · pith_short_16: 2TID572XRO4BC64X · pith_short_8: 2TID572X

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/2TID572XRO4BC64XAYWCRENEDN \
  | 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: d4d03eff578bb8117b97062c2891a41b43ef9df95c1c35238e62bf6a9f0c4c3d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "49a17e63a6f9a436679fba0928055a1150ff26bb4d1638ebc148bef13c1cf5d4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-08-13T17:50:28Z",
    "title_canon_sha256": "6875d8caf987d566da0fc6851eec2fd060a7458ef1698d7f61756e24a74f609c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.07060",
    "kind": "arxiv",
    "version": 1
  }
}