Pith Number

pith:DI4MY7UR

pith:2026:DI4MY7UR4LZIJ3T7QJATL4NKLQ

not attested not anchored not stored refs pending

Frustratingly Simple Black-Box Adaptation of Language Models via Logit Bias

Ankur Samanta, Aviv Rosenberg, Lior Shani, Ofek I. Cohen, Tal Wagner, Yonathan Efroni

arxiv:2607.22837 v1 · 2026-07-24 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DI4MY7UR4LZIJ3T7QJATL4NKLQ}

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	2026-07-28T00:21:57.456631Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1a38cc7e91e2f284ee7f824135f1aa5c0475e069b659cbe67cd55bfa86e44d4b

Aliases

arxiv: 2607.22837 · arxiv_version: 2607.22837v1 · doi: 10.48550/arxiv.2607.22837 · pith_short_12: DI4MY7UR4LZI · pith_short_16: DI4MY7UR4LZIJ3T7 · pith_short_8: DI4MY7UR

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/DI4MY7UR4LZIJ3T7QJATL4NKLQ \
  | 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: 1a38cc7e91e2f284ee7f824135f1aa5c0475e069b659cbe67cd55bfa86e44d4b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d4b4d159d64be58ad63de99c36c4f3b5d0dca022a245d73b94a454c4b0cd9cd9",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-24T18:27:58Z",
    "title_canon_sha256": "35bfaf7b7c61be4630ede63ddd582e2763a4380fb1c0d2c2cb54b177754216de"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.22837",
    "kind": "arxiv",
    "version": 1
  }
}