Pith Number

pith:ESHC47X7

pith:2024:ESHC47X7ZVKYU34AVSZHULZZ34

not attested not anchored not stored refs pending

SWT-Bench: Testing and Validating Real-World Bug-Fixes with Code Agents

Jingxuan He, Mark Niklas M\"uller, Martin Vechev, Niels M\"undler

arxiv:2406.12952 v3 · 2024-06-18 · cs.SE · 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{ESHC47X7ZVKYU34AVSZHULZZ34}

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

6 papers in Pith

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

Human oversight of agentic systems in practice: Examining the oversight work, challenges, and heuristics of developers using software agents

FVRuleLearner: Operator-Level Reasoning Tree (OP-Tree)-Based Rules Learning for Formal Verification

Breaking, Stale, or Missing? Benchmarking Coding Agents on Project-Level Test Evolution

Evaluating LLM Agents on Automated Software Analysis Tasks

Receipt and verification

First computed	2026-07-05T10:10:41.287211Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

248e2e7effcd558a6f80acb27a2f39df3f55e0a6a3a64c1d4010427675f3d765

Aliases

arxiv: 2406.12952 · arxiv_version: 2406.12952v3 · doi: 10.48550/arxiv.2406.12952 · pith_short_12: ESHC47X7ZVKY · pith_short_16: ESHC47X7ZVKYU34A · pith_short_8: ESHC47X7

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/ESHC47X7ZVKYU34AVSZHULZZ34 \
  | 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: 248e2e7effcd558a6f80acb27a2f39df3f55e0a6a3a64c1d4010427675f3d765

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bf3e860af563d9eb319cdba459900fedc03f8abcbeea72173105079309622685",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-06-18T14:54:37Z",
    "title_canon_sha256": "e38cc0ccf8c17bbf24bdfd4ac3a98db804ce3a61fd49cbf1e6350eb501a7e3f6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.12952",
    "kind": "arxiv",
    "version": 3
  }
}