Pith Number

pith:MHMB5WGH

pith:2024:MHMB5WGHVF3VAYZS6GCAM3BVAO

not attested not anchored not stored refs pending

Repository Structure-Aware Training Makes SLMs Better Issue Resolver

Bing Xie, Shengnan An, Yanzhen Zou, Zeqi Lin, Zexiong Ma

arxiv:2412.19031 v1 · 2024-12-26 · 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{MHMB5WGHVF3VAYZS6GCAM3BVAO}

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

MCTS-Refined CoT: High-Quality Fine-Tuning Data for LLM-Based Repository Issue Resolution

Receipt and verification

First computed	2026-07-05T09:54:15.138963Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

61d81ed8c7a977506332f184066c3503a2d4ddff13ed3b02640e4a17cfe9a250

Aliases

arxiv: 2412.19031 · arxiv_version: 2412.19031v1 · doi: 10.48550/arxiv.2412.19031 · pith_short_12: MHMB5WGHVF3V · pith_short_16: MHMB5WGHVF3VAYZS · pith_short_8: MHMB5WGH

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/MHMB5WGHVF3VAYZS6GCAM3BVAO \
  | 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: 61d81ed8c7a977506332f184066c3503a2d4ddff13ed3b02640e4a17cfe9a250

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "01ce42fc58bb669bdb462bc6b302c06bee88bff79f58a417cc97bb1a18cd5b7d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-12-26T03:01:32Z",
    "title_canon_sha256": "d21674cf3747fc7be3ab3efb0ed5341a6d66d697f2752b88af2b848437ac349d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.19031",
    "kind": "arxiv",
    "version": 1
  }
}