Pith Number

pith:A3QNH5ZH

pith:2022:A3QNH5ZHMJ4XQMYVGZBOB5MYAL

not attested not anchored not stored refs pending

Fine-tuning language models to find agreement among humans with diverse preferences

Amelia Glaese, Christopher Summerfield, Hannah R. Sheahan, Jan Balaguer, John Aslanides, Lucy Campbell-Gillingham, Martin J. Chadwick, Matthew M. Botvinick, Michael Henry Tessler, Michiel A. Bakker, Nat McAleese

arxiv:2211.15006 v1 · 2022-11-28 · 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{A3QNH5ZHMJ4XQMYVGZBOB5MYAL}

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.

Cited by

3 papers in Pith

Reducing Political Manipulation with Consistency Training

A Roadmap to Pluralistic Alignment

Receipt and verification

First computed	2026-07-05T05:19:58.680674Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

06e0d3f72762797833153642e0f59802c52fca2df5498d34b072851aea2f3852

Aliases

arxiv: 2211.15006 · arxiv_version: 2211.15006v1 · doi: 10.48550/arxiv.2211.15006 · pith_short_12: A3QNH5ZHMJ4X · pith_short_16: A3QNH5ZHMJ4XQMYV · pith_short_8: A3QNH5ZH

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/A3QNH5ZHMJ4XQMYVGZBOB5MYAL \
  | 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: 06e0d3f72762797833153642e0f59802c52fca2df5498d34b072851aea2f3852

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "407d6fd8419ec9c7f04fa1ff7684a8baa0e02d2e0db704c3e362dfa1b78c2d78",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-28T02:24:14Z",
    "title_canon_sha256": "5ebda820936421888ff1b7be1411be198a1703a640c62976f38f73037cf761c0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.15006",
    "kind": "arxiv",
    "version": 1
  }
}