Pith Number

pith:KVSPI4CG

pith:2025:KVSPI4CGBZRHBG7JPBYHZ3GEN2

not attested not anchored not stored refs pending

On the Query Complexity of Verifier-Assisted Language Generation

Aashay Mehta, Andrej Risteski, Cyril Zhang, Edoardo Botta, Jordan T. Ash, Yuchen Li

arxiv:2502.12123 v2 · 2025-02-17 · cs.CL · 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{KVSPI4CGBZRHBG7JPBYHZ3GEN2}

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

Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models

The Role of Generator Access in Autoregressive Post-Training

Receipt and verification

First computed	2026-07-05T11:16:55.168203Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5564f470460e62709be978707cecc46e83d752ec28678e2f954a11758f093f68

Aliases

arxiv: 2502.12123 · arxiv_version: 2502.12123v2 · doi: 10.48550/arxiv.2502.12123 · pith_short_12: KVSPI4CGBZRH · pith_short_16: KVSPI4CGBZRHBG7J · pith_short_8: KVSPI4CG

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/KVSPI4CGBZRHBG7JPBYHZ3GEN2 \
  | 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: 5564f470460e62709be978707cecc46e83d752ec28678e2f954a11758f093f68

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2fc15a453df9d1544c6b60c590fd1f90025dc8f48537754e4f64038b3dadd322",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-17T18:46:32Z",
    "title_canon_sha256": "7c8fca1a91ed20c316b7ed130978804a9a2297637c272abdbfc7c0dcfa24f062"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.12123",
    "kind": "arxiv",
    "version": 2
  }
}