Pith. sign in
Pith Number

pith:FTP66QOF

pith:2025:FTP66QOF4PYVBPQ4OVE4223PF4
not attested not anchored not stored refs pending

Evolutionary Guided Decoding: Iterative Value Refinement for LLMs

Jing Shao, Lijun Li, Ruizhe Chen, Tong Zhu, Wenliang Chen, Yuxian Jiang, Zhaochen Su, Zhenhua Liu

arxiv:2503.02368 v4 · 2025-03-04 · cs.CL · cs.AI · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{FTP66QOF4PYVBPQ4OVE4223PF4}

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 2026-07-07T02:19:37.538367Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

2cdfef41c5e3f150be1c7549cd6b6f2f077bdad3b63ab0c367ae9c7fee4d9988

Aliases

arxiv: 2503.02368 · arxiv_version: 2503.02368v4 · doi: 10.48550/arxiv.2503.02368 · pith_short_12: FTP66QOF4PYV · pith_short_16: FTP66QOF4PYVBPQ4 · pith_short_8: FTP66QOF
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/FTP66QOF4PYVBPQ4OVE4223PF4 \
  | 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: 2cdfef41c5e3f150be1c7549cd6b6f2f077bdad3b63ab0c367ae9c7fee4d9988
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "7a97d63d9b7930257ff7e3f7bbf8accfcfe8daf7d4e7a43c7f4f4ff935e2d0dd",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-03-04T07:49:10Z",
    "title_canon_sha256": "269dbe2b9d1210d65ceff48af656224ee7a6cfa2b1d56777479b63fbafa0e4a9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.02368",
    "kind": "arxiv",
    "version": 4
  }
}