Pith Number

pith:NL6BJQND

pith:2023:NL6BJQNDF5BHIAJASQ7IKJTYBP

not attested not anchored not stored refs pending

Fine-tuning Language Models with Generative Adversarial Reward Modelling

Bryan Kian Hsiang Low, Lau Jia Jaw, Zhang Hui, Zhang Ze Yu

arxiv:2305.06176 v3 · 2023-05-09 · 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{NL6BJQNDF5BHIAJASQ7IKJTYBP}

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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

1 paper in Pith

Generative Adversarial Post-Training Mitigates Reward Hacking in Live Human-AI Music Interaction

Receipt and verification

First computed	2026-07-05T07:52:09.676388Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6afc14c1a32f42740120943e8526780bdb04cf5657735b64c260e808e4abf002

Aliases

arxiv: 2305.06176 · arxiv_version: 2305.06176v3 · doi: 10.48550/arxiv.2305.06176 · pith_short_12: NL6BJQNDF5BH · pith_short_16: NL6BJQNDF5BHIAJA · pith_short_8: NL6BJQND

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/NL6BJQNDF5BHIAJASQ7IKJTYBP \
  | 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: 6afc14c1a32f42740120943e8526780bdb04cf5657735b64c260e808e4abf002

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "09c11cd8cf548fd9cabed144f0ea0048f8828c9be8cab56ecfb99eac76376323",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-05-09T17:06:06Z",
    "title_canon_sha256": "8d21c5fd40bd65dd0aa632e2056da864cbb397ec18b36407c9e3a147f7f5dd00"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.06176",
    "kind": "arxiv",
    "version": 3
  }
}