Pith Number

pith:JO4ZQP6Z

pith:2024:JO4ZQP6ZNOF2IVXQ5JWCTAJGH2

not attested not anchored not stored refs pending

SpecRover: Code Intent Extraction via LLMs

Abhik Roychoudhury, Haifeng Ruan, Yuntong Zhang

arxiv:2408.02232 v4 · 2024-08-05 · 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{JO4ZQP6ZNOF2IVXQ5JWCTAJGH2}

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

7 papers in Pith

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

Investigating Test Overfitting on SWE-bench

Rethinking the Value of Agent-Generated Tests for LLM-Based Software Engineering Agents

Dynamic analysis enhances issue resolution

Agentless: Demystifying LLM-based Software Engineering Agents

Receipt and verification

First computed	2026-07-05T09:47:32.980443Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4bb9983fd96b8ba456f0ea6c2981263ebc7c3c87f668b03d4da4bfd8a5b8818d

Aliases

arxiv: 2408.02232 · arxiv_version: 2408.02232v4 · doi: 10.48550/arxiv.2408.02232 · pith_short_12: JO4ZQP6ZNOF2 · pith_short_16: JO4ZQP6ZNOF2IVXQ · pith_short_8: JO4ZQP6Z

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/JO4ZQP6ZNOF2IVXQ5JWCTAJGH2 \
  | 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: 4bb9983fd96b8ba456f0ea6c2981263ebc7c3c87f668b03d4da4bfd8a5b8818d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c49bc738b501740799c0bf96e8be4636d6105620f2fbf148d575774e192f81ce",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-08-05T04:53:01Z",
    "title_canon_sha256": "65a203bc3071ffae1e32b790722f97cb854503f13abc78e7931b8815401c9207"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.02232",
    "kind": "arxiv",
    "version": 4
  }
}