Pith Number

pith:S6PMGG4W

pith:2025:S6PMGG4WZOIYTKRWNCPDAABMIB

not attested not anchored not stored refs pending

INTELLECT-2: A Reasoning Model Trained Through Globally Decentralized Reinforcement Learning

Aaron Pazdera, Fares Obeid, Felix Gabriel, Jack Min Ong, Jannik Straube, Johannes Hagemann, Justus Mattern, Kemal Erdem, Kushal Thaman, Manveer Basra, Matthew Di Ferrante, Michael Keiblinger, Prime Intellect Team, Sami Jaghouar

arxiv:2505.07291 v1 · 2025-05-12 · cs.LG · cs.DC

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{S6PMGG4WZOIYTKRWNCPDAABMIB}

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

5 papers in Pith

Trust Region On-Policy Distillation

Beyond Variance: Prompt-Efficient RLVR via Rare-Event Amplification and Bidirectional Pairing

AReaL: A Large-Scale Asynchronous Reinforcement Learning System for Language Reasoning

Reward Hacking Benchmark: Measuring Exploits in LLM Agents with Tool Use

PubSwap: Public-Data Off-Policy Coordination for Federated RLVR

Receipt and verification

First computed	2026-07-05T11:01:45.634988Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

979ec31b96cb9189aa36689e30002c4041402f39ebd99d3ba604fd55d26992ff

Aliases

arxiv: 2505.07291 · arxiv_version: 2505.07291v1 · doi: 10.48550/arxiv.2505.07291 · pith_short_12: S6PMGG4WZOIY · pith_short_16: S6PMGG4WZOIYTKRW · pith_short_8: S6PMGG4W

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/S6PMGG4WZOIYTKRWNCPDAABMIB \
  | 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: 979ec31b96cb9189aa36689e30002c4041402f39ebd99d3ba604fd55d26992ff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ae62b37c00022c6d53fe36b15441272c2161c67e280c5683125dacd300f16111",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-12T07:24:33Z",
    "title_canon_sha256": "3165ca6cfe441745938bfc7d8f52de1353e7ed79d9fe9a0cf3a921aabd8d06cf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.07291",
    "kind": "arxiv",
    "version": 1
  }
}