pith. sign in
Pith Number

pith:FLQWBOY7

pith:2026:FLQWBOY77VGVWLXJUUZD5EQGVE
not attested not anchored not stored refs pending

FLARE: Fine-Grained Diagnostic Feedback for LLM Code Refinement

Hongxiang Zhang, Tianyi Zhang, Weixi Tong, Yinsheng Yao

arxiv:2606.03852 v1 · 2026-06-02 · cs.SE · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{FLQWBOY77VGVWLXJUUZD5EQGVE}

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 2026-06-03T02:06:04.247071Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

2ae160bb1ffd4d5b2ee9a5323e9206a926bac848a68777cb2fcf2feedeacfd96

Aliases

arxiv: 2606.03852 · arxiv_version: 2606.03852v1 · doi: 10.48550/arxiv.2606.03852 · pith_short_12: FLQWBOY77VGV · pith_short_16: FLQWBOY77VGVWLXJ · pith_short_8: FLQWBOY7
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/FLQWBOY77VGVWLXJUUZD5EQGVE \
  | 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: 2ae160bb1ffd4d5b2ee9a5323e9206a926bac848a68777cb2fcf2feedeacfd96
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "66cf01b016bb2ff382f4b13e776959b39c5c82415c6e608056a4faa679ff7dc4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2026-06-02T16:29:17Z",
    "title_canon_sha256": "cbd3ef3ef903036946b72928a4a80b93f7196cdfb1826da6d10e7436fdeb5734"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.03852",
    "kind": "arxiv",
    "version": 1
  }
}