Pith Number

pith:SV2CP7DQ

pith:2024:SV2CP7DQZPIAV4WZPFHBFEC5KZ

not attested not anchored not stored refs pending

VerifierQ: Enhancing LLM Test Time Compute with Q-Learning-based Verifiers

Hao Tang, Jianing Qi, Zhigang Zhu

arxiv:2410.08048 v1 · 2024-10-10 · 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{SV2CP7DQZPIAV4WZPFHBFEC5KZ}

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

1 paper in Pith

The 4/$\delta$ Bound: Designing Predictable LLM-Verifier Systems for Formal Method Guarantee

Receipt and verification

First computed	2026-07-05T09:18:47.872568Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

957427fc70cbd00af2d9794e12905d564d8e615f65ae50be23fc857c0348523d

Aliases

arxiv: 2410.08048 · arxiv_version: 2410.08048v1 · doi: 10.48550/arxiv.2410.08048 · pith_short_12: SV2CP7DQZPIA · pith_short_16: SV2CP7DQZPIAV4WZ · pith_short_8: SV2CP7DQ

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/SV2CP7DQZPIAV4WZPFHBFEC5KZ \
  | 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: 957427fc70cbd00af2d9794e12905d564d8e615f65ae50be23fc857c0348523d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a6736a93b8acf07c58ec1fdf93f414deac667fc9390bed72286533d1d8489b7e",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-10T15:43:55Z",
    "title_canon_sha256": "66a6d37c918b2b05c534fd2c38c63bdc1b449f3d4169abde9783f32e14464c3e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.08048",
    "kind": "arxiv",
    "version": 1
  }
}