Pith Number

pith:TWNKVSEA

pith:2024:TWNKVSEAIWAC3S72FADKTU4GXZ

not attested not anchored not stored refs pending

Generative Verifiers: Reward Modeling as Next-Token Prediction

Arian Hosseini, Aviral Kumar, Hritik Bansal, Lunjun Zhang, Mehran Kazemi, Rishabh Agarwal

arxiv:2408.15240 v3 · 2024-08-27 · 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{TWNKVSEAIWAC3S72FADKTU4GXZ}

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

29 papers in Pith

Proxy Reward Internalization and Mechanistic Exploitation: A Learned Precursor to Reward Hacking and Its Generalization

Beyond Scalar Rewards by Internalizing Reasoning into Score Distributions

Evidence Markets

Reinforcement Learning from Rich Feedback with Distributional DAgger

Trust Region On-Policy Distillation

Receipt and verification

First computed	2026-07-05T10:18:09.806665Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9d9aaac88045802dcbfa2806a9d386be57a412232a71b5f3dca7a58818b02a41

Aliases

arxiv: 2408.15240 · arxiv_version: 2408.15240v3 · doi: 10.48550/arxiv.2408.15240 · pith_short_12: TWNKVSEAIWAC · pith_short_16: TWNKVSEAIWAC3S72 · pith_short_8: TWNKVSEA

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/TWNKVSEAIWAC3S72FADKTU4GXZ \
  | 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: 9d9aaac88045802dcbfa2806a9d386be57a412232a71b5f3dca7a58818b02a41

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1880e203f34223dcfe36aae22265e510e368aa0f947fa2ace5333e8ff8bfbfc9",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-27T17:57:45Z",
    "title_canon_sha256": "be6c3cc8c482910cf86635e2d7f6d51bd920edced21511c8831b06de01c91495"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.15240",
    "kind": "arxiv",
    "version": 3
  }
}