Pith Number

pith:P4NKPEL6

pith:2025:P4NKPEL6HUXHEAWJVXNI2ORTB6

not attested not anchored not stored refs pending

Thinking Longer, Not Larger: Enhancing Software Engineering Agents via Scaling Test-Time Compute

Binhua Li, Fei Huang, Jue Chen, Rongyu Cao, Xue Jiang, Yihong Dong, Yingwei Ma, Yongbin Li

arxiv:2503.23803 v2 · 2025-03-31 · 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{P4NKPEL6HUXHEAWJVXNI2ORTB6}

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

1 paper in Pith

Beyond Fixed Tests: Repository-Level Issue Resolution as Coevolution of Code and Behavioral Constraints

Receipt and verification

First computed	2026-07-05T10:46:03.470042Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7f1aa7917e3d2e7202c9adda8d3a330fa6138f17eb5a42c6a652ca9788fda6ea

Aliases

arxiv: 2503.23803 · arxiv_version: 2503.23803v2 · doi: 10.48550/arxiv.2503.23803 · pith_short_12: P4NKPEL6HUXH · pith_short_16: P4NKPEL6HUXHEAWJ · pith_short_8: P4NKPEL6

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/P4NKPEL6HUXHEAWJVXNI2ORTB6 \
  | 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: 7f1aa7917e3d2e7202c9adda8d3a330fa6138f17eb5a42c6a652ca9788fda6ea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7dbe6d171bed34b3e9e26e80552387d36302fae8b1e698097dec7b23c7ec893c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-03-31T07:31:32Z",
    "title_canon_sha256": "2340b35587db234f08db5fabb6c5d694a90513f5a83369e48f9086efa55980c1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.23803",
    "kind": "arxiv",
    "version": 2
  }
}