Pith Number

pith:5FWM6ENK

pith:2024:5FWM6ENK2CNBXOSQUVM46TRFTD

not attested not anchored not stored refs pending

Bayesian Reward Models for LLM Alignment

Adam X. Yang, Haitham Bou-Ammar, Jun Wang, Laurence Aitchison, Maxime Robeyns, Thomas Coste, Zhengyan Shi

arxiv:2402.13210 v2 · 2024-02-20 · 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{5FWM6ENK2CNBXOSQUVM46TRFTD}

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

2 papers in Pith

The Hidden Bias of Process Reward Models:PRISM for Rewarding the Right Reasoning

BaRA: Bayesian Adaptive Rank Allocation for Parameter-Efficient Fine-Tuning

Receipt and verification

First computed	2026-07-05T08:39:31.279957Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e96ccf11aad09a1bba50a559cf4e2598e6902502aee109858379819890b025a3

Aliases

arxiv: 2402.13210 · arxiv_version: 2402.13210v2 · doi: 10.48550/arxiv.2402.13210 · pith_short_12: 5FWM6ENK2CNB · pith_short_16: 5FWM6ENK2CNBXOSQ · pith_short_8: 5FWM6ENK

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/5FWM6ENK2CNBXOSQUVM46TRFTD \
  | 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: e96ccf11aad09a1bba50a559cf4e2598e6902502aee109858379819890b025a3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2c2e44973de72317414e68684976a097cf151b7a7198018ff27c73f72b26895a",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-20T18:20:59Z",
    "title_canon_sha256": "5ff4f7778d156ed353f1692dc075df8f93cda31b80614d20bd1d2ab4f42adcd6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.13210",
    "kind": "arxiv",
    "version": 2
  }
}