Pith Number

pith:I4452XJD

pith:2025:I4452XJDOJC4Q5TYYKHVXUHTRO

not attested not anchored not stored refs pending

Towards Cost-Effective Reward Guided Text Generation

Agustinus Kristiadi, Ahmad Rashid, Hongliang Li, Pascal Poupart, Rongqi Fan, Ruotian Wu

arxiv:2502.04517 v2 · 2025-02-06 · 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{I4452XJDOJC4Q5TYYKHVXUHTRO}

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

Sailing by the Stars: A Survey on Reward Models and Learning Strategies for Learning from Rewards

Receipt and verification

First computed	2026-07-05T11:32:24.453748Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4739dd5d237245c87678c28f5bd0f38ba4ac41738ea3cbd82d9ee0c47a8011de

Aliases

arxiv: 2502.04517 · arxiv_version: 2502.04517v2 · doi: 10.48550/arxiv.2502.04517 · pith_short_12: I4452XJDOJC4 · pith_short_16: I4452XJDOJC4Q5TY · pith_short_8: I4452XJD

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/I4452XJDOJC4Q5TYYKHVXUHTRO \
  | 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: 4739dd5d237245c87678c28f5bd0f38ba4ac41738ea3cbd82d9ee0c47a8011de

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c5732570f0c548bbc206d9738e2881bacf87c41e850b8f77a5b9deb45c6401e5",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-06T21:36:44Z",
    "title_canon_sha256": "8c9f7617e63a289b01f8e89e82978e051e590e8a5b888c64e516234998d9388c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.04517",
    "kind": "arxiv",
    "version": 2
  }
}