Pith Number

pith:PWT453FZ

pith:2025:PWT453FZRJSS6YQABXD747SKMP

not attested not anchored not stored refs pending

Inferring from Logits: Exploring Best Practices for Decoding-Free Generative Candidate Selection

Jianxi Gao, Mingyu Derek Ma, Wei Wang, Yanna Ding, Yizhou Sun, Zijie Huang

arxiv:2501.17338 v1 · 2025-01-28 · cs.CL · cs.AI · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PWT453FZRJSS6YQABXD747SKMP}

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	2026-07-05T10:06:51.490757Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7da7ceecb98a652f62000dc7fe7e4a63cc33a87fe5005590597b101b3114231c

Aliases

arxiv: 2501.17338 · arxiv_version: 2501.17338v1 · doi: 10.48550/arxiv.2501.17338 · pith_short_12: PWT453FZRJSS · pith_short_16: PWT453FZRJSS6YQA · pith_short_8: PWT453FZ

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/PWT453FZRJSS6YQABXD747SKMP \
  | 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: 7da7ceecb98a652f62000dc7fe7e4a63cc33a87fe5005590597b101b3114231c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "58c412f96ebf60ced683e2b6da6432a4819d9817793a9e6b15b3e12499bd8b41",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-01-28T23:21:28Z",
    "title_canon_sha256": "b3a10aa5b14212817b68427c0987bc869e67565240a9e8ee306e2f08d08aa55a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.17338",
    "kind": "arxiv",
    "version": 1
  }
}