Pith Number

pith:GHSPIFGL

pith:2022:GHSPIFGL2WYFCJYKCWEK5EM3CR

not attested not anchored not stored refs pending

Language Model Decoding as Likelihood-Utility Alignment

Barun Patra, Boi Faltings, Debjit Paul, Emre K{\i}c{\i}man, Frano Rajic, Jiheng Wei, Martin Josifoski, Maxime Peyrard, Robert West, Valentin Hartmann, Vishrav Chaudhary

arxiv:2210.07228 v2 · 2022-10-13 · cs.CL · 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{GHSPIFGL2WYFCJYKCWEK5EM3CR}

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	2026-07-05T05:51:42.259339Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

31e4f414cbd5b051270a1588ae919b144474421f0235c6208db70e8a0980e5d6

Aliases

arxiv: 2210.07228 · arxiv_version: 2210.07228v2 · doi: 10.48550/arxiv.2210.07228 · pith_short_12: GHSPIFGL2WYF · pith_short_16: GHSPIFGL2WYFCJYK · pith_short_8: GHSPIFGL

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/GHSPIFGL2WYFCJYKCWEK5EM3CR \
  | 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: 31e4f414cbd5b051270a1588ae919b144474421f0235c6208db70e8a0980e5d6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "09bdf3c51ec2cc52ba8dc63f427fdf3f297ea3d4a4b1716a15ba65235f954d16",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-10-13T17:55:51Z",
    "title_canon_sha256": "35b428dabc9bcab1d5a07151e2a40c9773a380f00c6113aee4dfe4c3dc9d0b4c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.07228",
    "kind": "arxiv",
    "version": 2
  }
}