Pith Number

pith:HAUZVPAP

pith:2025:HAUZVPAPGJAPWIWLMQ7WQ54MW6

not attested not anchored not stored refs pending

From Empirical Evaluation to Context-Aware Enhancement: Repairing Regression Errors with LLMs

Anh Ho, Bach Le, Christine Rizkallah, Thanh Le-Cong

arxiv:2506.13182 v2 · 2025-06-16 · 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{HAUZVPAPGJAPWIWLMQ7WQ54MW6}

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.

Receipt and verification

First computed	2026-06-23T02:13:15.620782Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

38299abc0f3240fb22cb643f68778cb7aa7696bdc6247952dd799edcdce80aa0

Aliases

arxiv: 2506.13182 · arxiv_version: 2506.13182v2 · doi: 10.48550/arxiv.2506.13182 · pith_short_12: HAUZVPAPGJAP · pith_short_16: HAUZVPAPGJAPWIWL · pith_short_8: HAUZVPAP

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/HAUZVPAPGJAPWIWLMQ7WQ54MW6 \
  | 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: 38299abc0f3240fb22cb643f68778cb7aa7696bdc6247952dd799edcdce80aa0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "083730246905a6ebb267ad1cd7380c88f9a68b4cd76d72c46177f61d339e45ac",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-06-16T07:49:18Z",
    "title_canon_sha256": "8f42b6235f343709415aa74b5c5ec209f7c78e61c5b8bad237caa62317eac7ad"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.13182",
    "kind": "arxiv",
    "version": 2
  }
}