Pith Number

pith:MBWDFESS

pith:2025:MBWDFESSL7WNDK3QAUAJ25JCCL

not attested not anchored not stored refs pending

RLVE: Scaling Up Reinforcement Learning for Language Models with Adaptive Verifiable Environments

Chenyang Zhao, Hamish Ivison, Hannaneh Hajishirzi, Hao Peng, Jacqueline He, Lifan Yuan, Natasha Jaques, Pang Wei Koh, Runlong Zhou, Shuyue Stella Li, Simon Shaolei Du, Siting Li, Tong Chen, Yiping Wang, Yulia Tsvetkov, Zhiyuan Zeng, Zhuorui Ye

arxiv:2511.07317 v2 · 2025-11-10 · 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{MBWDFESSL7WNDK3QAUAJ25JCCL}

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

SCALER:Synthetic Scalable Adaptive Learning Environment for Reasoning

Gym-V: A Unified Vision Environment System for Agentic Vision Research

ShapeCodeBench: A Renewable Benchmark for Perception-to-Program Reconstruction of Synthetic Shape Scenes

ZAYA1-8B Technical Report

$S^3$-R1: Learning to Retrieve and Answer Step-by-Step with Synthetic Data

Receipt and verification

First computed	2026-06-09T01:05:10.480235Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

606c3292525fecd1ab7005009d752212f7685f34729661181cc7563037c4b256

Aliases

arxiv: 2511.07317 · arxiv_version: 2511.07317v2 · doi: 10.48550/arxiv.2511.07317 · pith_short_12: MBWDFESSL7WN · pith_short_16: MBWDFESSL7WNDK3Q · pith_short_8: MBWDFESS

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/MBWDFESSL7WNDK3QAUAJ25JCCL \
  | 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: 606c3292525fecd1ab7005009d752212f7685f34729661181cc7563037c4b256

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4ab8ae6dbf4088c78bae5c270d24486e1ca156f63a8dacfef0e5429f6da64863",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-11-10T17:18:35Z",
    "title_canon_sha256": "5221e73bfb4279b156ce611fe2787980d048e37900da2c0caccb69fbc50ffa24"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2511.07317",
    "kind": "arxiv",
    "version": 2
  }
}