Pith. sign in
Pith Number

pith:M5JGAZVE

pith:2026:M5JGAZVEM5SD2YLPWSKE64RZJV
not attested not anchored not stored refs pending

How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair

Irene Manotas, Luca Buratti, Preetha Chatterjee, Ramtin Ehsani, Saurabh Pujar

arxiv:2607.25873 v1 · 2026-07-28 · cs.SE · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{M5JGAZVEM5SD2YLPWSKE64RZJV}

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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 2026-07-29T01:26:08.049221Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

67526066a467643d616fb4944f72394d411c07f339e9151a73b92a4162cea702

Aliases

arxiv: 2607.25873 · arxiv_version: 2607.25873v1 · doi: 10.48550/arxiv.2607.25873 · pith_short_12: M5JGAZVEM5SD · pith_short_16: M5JGAZVEM5SD2YLP · pith_short_8: M5JGAZVE
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/M5JGAZVEM5SD2YLPWSKE64RZJV \
  | 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: 67526066a467643d616fb4944f72394d411c07f339e9151a73b92a4162cea702
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "a93b8173095f12ecd8fea0b0c178eb3b51203021a1fb2ddf00e01b3ea0ddd6df",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2026-07-28T15:38:12Z",
    "title_canon_sha256": "7dd7fa71b4d1997af70c0a9d1c4d93f62f29c7f52f11cd305f4a59f5b8ab299a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.25873",
    "kind": "arxiv",
    "version": 1
  }
}