Pith. sign in
Pith Number

pith:2MUWKNKQ

pith:2025:2MUWKNKQINW3MG77QFMCV7ZJET
not attested not anchored not stored refs pending

Beyond the Trade-off: Self-Supervised Reinforcement Learning for Reasoning Models' Instruction Following

Bowei Zhang, Fei Yu, Jiaqing Liang, Jie Zeng, Qianyu He, Qingyu Ren, Weikang Zhou, Yanghua Xiao, Zeye Sun

arxiv:2508.02150 v1 · 2025-08-04 · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{2MUWKNKQINW3MG77QFMCV7ZJET}

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 2026-07-05T11:48:09.256287Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d329653550436db61bff81582aff2924c4626dc689e8b390b63df9ff854c256d

Aliases

arxiv: 2508.02150 · arxiv_version: 2508.02150v1 · doi: 10.48550/arxiv.2508.02150 · pith_short_12: 2MUWKNKQINW3 · pith_short_16: 2MUWKNKQINW3MG77 · pith_short_8: 2MUWKNKQ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/2MUWKNKQINW3MG77QFMCV7ZJET \
  | 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: d329653550436db61bff81582aff2924c4626dc689e8b390b63df9ff854c256d
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "3c222014e8ee630961d52f71ec8d35374b026b5d49c6f69cbca401bcbbffb901",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-08-04T07:48:59Z",
    "title_canon_sha256": "f2030c0e3af6fb02c9db654194b98b0d1b9ed558b52ae4799c04e07d997dd8de"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.02150",
    "kind": "arxiv",
    "version": 1
  }
}