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Pith Number

pith:F2RXRY27

pith:2026:F2RXRY27XAQYDLZM5QRNQULUV5
not attested not anchored not stored refs pending

Contrastive Reflection for Iterative Prompt Optimization

Baofen Zheng, Benjamin H. Le, Derek Koh, Jiening Zhan, Jinghui Mo, Jingwei Wu, Kevin Bevis, Lauren Elizabeth Charney, Nathaniel C. Owen, Wenqiong Liu

arxiv:2606.30840 v1 · 2026-06-29 · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{F2RXRY27XAQYDLZM5QRNQULUV5}

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 2026-07-01T00:17:19.030269Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

2ea378e35fb82181af2cec22d85174af6cbbca9faebb7ccb2710728bcd8f5364

Aliases

arxiv: 2606.30840 · arxiv_version: 2606.30840v1 · doi: 10.48550/arxiv.2606.30840 · pith_short_12: F2RXRY27XAQY · pith_short_16: F2RXRY27XAQYDLZM · pith_short_8: F2RXRY27
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/F2RXRY27XAQYDLZM5QRNQULUV5 \
  | 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: 2ea378e35fb82181af2cec22d85174af6cbbca9faebb7ccb2710728bcd8f5364
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "d89e6d4ed1186fd8efdd61f8223e87408a51f854544ace2b6f6e3dd56360d42d",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-06-29T19:16:07Z",
    "title_canon_sha256": "2e25da78c7f053156967d6fa6472720c2aa50d20187f2373c9085ca628740ad0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.30840",
    "kind": "arxiv",
    "version": 1
  }
}