Pith Number

pith:DMEEB2GT

pith:2026:DMEEB2GTUWIJ3RGFYAVGCDG42C

not attested not anchored not stored refs pending

BeyondSWE: Can Current Code Agent Survive Beyond Single-Repo Bug Fixing?

Chang Liu, Cheng Chen, Daixuan Cheng, Fanzhe Meng, Guoxin Chen, Huatong Song, Hui Chen, Jiale Zhao, Jie Chen, Ji-Rong Wen, Kai Jia, Minghao Li, Ruihua Song, Xin Zhao, Yuzhi Lin

arxiv:2603.03194 v2 · 2026-03-03 · cs.CL · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DMEEB2GTUWIJ3RGFYAVGCDG42C}

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

2 papers in Pith

SWE-Bench 5G: Benchmarking AI Coding Agents on Telecom Network Engineering Tasks

REAgent: Requirement-Driven LLM Agents for Software Issue Resolution

Receipt and verification

First computed	2026-05-27T01:05:45.437654Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1b0840e8d3a5909dc4c5c02a610cdcd0bb46e028909e1a4eae16609e9a022a53

Aliases

arxiv: 2603.03194 · arxiv_version: 2603.03194v2 · doi: 10.48550/arxiv.2603.03194 · pith_short_12: DMEEB2GTUWIJ · pith_short_16: DMEEB2GTUWIJ3RGF · pith_short_8: DMEEB2GT

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/DMEEB2GTUWIJ3RGFYAVGCDG42C \
  | 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: 1b0840e8d3a5909dc4c5c02a610cdcd0bb46e028909e1a4eae16609e9a022a53

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "67b9680052111d93d591c84e897f127c0827949570933244d8a79889bc78007d",
    "cross_cats_sorted": [
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-03-03T17:52:01Z",
    "title_canon_sha256": "d9f8b76dd5dd6fde7ff729f37c1949c6f08762c15d81d9f46cd1a2fb7bf855ab"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2603.03194",
    "kind": "arxiv",
    "version": 2
  }
}