Pith Number

pith:OMFPDWZC

pith:2023:OMFPDWZCPAFNZWGZPYYIW26ROI

not attested not anchored not stored refs pending

Large Language Models Sometimes Generate Purely Negatively-Reinforced Text

Fabien Roger

arxiv:2306.07567 v2 · 2023-06-13 · cs.LG · 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{OMFPDWZCPAFNZWGZPYYIW26ROI}

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	2026-07-05T06:21:17.969402Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

730af1db22780adcd8d97e308b6bd1723da196414b2ce768a55cdcbda7a93256

Aliases

arxiv: 2306.07567 · arxiv_version: 2306.07567v2 · doi: 10.48550/arxiv.2306.07567 · pith_short_12: OMFPDWZCPAFN · pith_short_16: OMFPDWZCPAFNZWGZ · pith_short_8: OMFPDWZC

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/OMFPDWZCPAFNZWGZPYYIW26ROI \
  | 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: 730af1db22780adcd8d97e308b6bd1723da196414b2ce768a55cdcbda7a93256

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5b2e8cbe4a24c9f97848c377755553e76933808c2949f5dd4b1cc3f05f2ca112",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-13T06:40:37Z",
    "title_canon_sha256": "abd386c93f78630d097902ddc6aff4ab4a15ae6eeddf4f5b554a4e4d74f6b062"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.07567",
    "kind": "arxiv",
    "version": 2
  }
}