Pith Number

pith:DXHY7QOI

pith:2025:DXHY7QOIR3HSDCZ5UKT5WH22GR

not attested not anchored not stored refs pending

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively

Jiawei Gu, Shangsong Liang

arxiv:2506.00396 v1 · 2025-05-31 · 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{DXHY7QOIR3HSDCZ5UKT5WH22GR}

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.

Receipt and verification

First computed	2026-07-05T11:13:33.951578Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1dcf8fc1c88ecf218b3da2a7db1f5a346c995a28f03c97be6fb2621cac927be5

Aliases

arxiv: 2506.00396 · arxiv_version: 2506.00396v1 · doi: 10.48550/arxiv.2506.00396 · pith_short_12: DXHY7QOIR3HS · pith_short_16: DXHY7QOIR3HSDCZ5 · pith_short_8: DXHY7QOI

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/DXHY7QOIR3HSDCZ5UKT5WH22GR \
  | 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: 1dcf8fc1c88ecf218b3da2a7db1f5a346c995a28f03c97be6fb2621cac927be5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1c283b308cfdaaad00b97c1c742d28c3b6224f82465dd47a1a91089c8265ad8e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-31T05:32:12Z",
    "title_canon_sha256": "84e4826fe2f5828d4ba30f3588f5871accab439491fe9f5ab126c0971e241719"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.00396",
    "kind": "arxiv",
    "version": 1
  }
}