Pith Number

pith:EWU7G3DX

pith:2024:EWU7G3DXDD4NVOGTIEEZJUERTK

not attested not anchored not stored refs pending

Rewarding Progress: Scaling Automated Process Verifiers for LLM Reasoning

Adam Fisch, Alekh Agarwal, Amrith Setlur, Aviral Kumar, Chirag Nagpal, Jacob Eisenstein, Jonathan Berant, Rishabh Agarwal, Xinyang Geng

arxiv:2410.08146 v1 · 2024-10-10 · cs.LG · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EWU7G3DXDD4NVOGTIEEZJUERTK}

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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

20 papers in Pith

STRIDE: Learnable Stepwise Language Feedback for LLM Reasoning

CEPO: RLVR Self-Distillation using Contrastive Evidence Policy Optimization

Diagnosing Multi-step Reasoning Failures in Black-box LLMs via Stepwise Confidence Attribution

A Nash Equilibrium Framework For Training-Free Multimodal Step Verification

Fin-PRM: A Domain-Specialized Process Reward Model for Financial Reasoning in Large Language Models

Receipt and verification

First computed	2026-05-21T01:36:42.127656Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

25a9f36c7718f8dab8d3410994d0919aacd8c3783656df69625f2b6347379c55

Aliases

arxiv: 2410.08146 · arxiv_version: 2410.08146v1 · doi: 10.48550/arxiv.2410.08146 · pith_short_12: EWU7G3DXDD4N · pith_short_16: EWU7G3DXDD4NVOGT · pith_short_8: EWU7G3DX

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/EWU7G3DXDD4NVOGTIEEZJUERTK \
  | 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: 25a9f36c7718f8dab8d3410994d0919aacd8c3783656df69625f2b6347379c55

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c9e9386f9dec4f30d204c77ef55bd2065b8e6142e5864cd72a70abae377bbdbe",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-10T17:31:23Z",
    "title_canon_sha256": "902fdefaf98de11fae6312d25228e4eff2eb2f3e5dcf0c49070aba16f779dc5e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.08146",
    "kind": "arxiv",
    "version": 1
  }
}