Pith Number

pith:BUGAF7HS

pith:2025:BUGAF7HSOMKARNPU3MRMMVED4U

not attested not anchored not stored refs pending

PRInTS: Reward Modeling for Long-Horizon Information Seeking

Archiki Prasad, Elias Stengel-Eskin, Jaewoo Lee, Justin Chih-Yao Chen, Mohit Bansal, Zaid Khan

arxiv:2511.19314 v2 · 2025-11-24 · cs.AI · 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{BUGAF7HSOMKARNPU3MRMMVED4U}

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

On Training Large Language Models for Long-Horizon Tasks: An Empirical Study of Horizon Length

Receipt and verification

First computed	2026-06-11T00:08:11.832880Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0d0c02fcf2731408b5f4db22c65483e52ef957464647cbd23e0cc7072d0ffa4c

Aliases

arxiv: 2511.19314 · arxiv_version: 2511.19314v2 · doi: 10.48550/arxiv.2511.19314 · pith_short_12: BUGAF7HSOMKA · pith_short_16: BUGAF7HSOMKARNPU · pith_short_8: BUGAF7HS

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/BUGAF7HSOMKARNPU3MRMMVED4U \
  | 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: 0d0c02fcf2731408b5f4db22c65483e52ef957464647cbd23e0cc7072d0ffa4c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "417c9f116a33bdf2b58e65a8e995e35d1513461bd541e8a4b9fc34d73cd8a86b",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-11-24T17:09:43Z",
    "title_canon_sha256": "275e963954bdf57e971afd12360858e34d0ac4c7b53693bd5e538f47435a3741"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2511.19314",
    "kind": "arxiv",
    "version": 2
  }
}