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Pith Number

pith:YNPESY76

pith:2025:YNPESY76JEOENTGC26254TMCDM
not attested not anchored not stored refs pending

GenCLS++: Pushing the Boundaries of Generative Classification in LLMs Through Comprehensive SFT and RL Studies Across Diverse Datasets

Chonggang Lu, Fei Zhao, Haofu Qian, Mingqian He, Yue Wang, Ziyan Liu

arxiv:2504.19898 v1 · 2025-04-28 · cs.CL

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\usepackage{pith}
\pithnumber{YNPESY76JEOENTGC26254TMCDM}

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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.

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1 paper in Pith

Receipt and verification
First computed 2026-07-05T10:55:05.820981Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

c35e4963fe491c46ccc2d7b5de4d821b3cca00db4b3712ab5a81996e9a85fbc3

Aliases

arxiv: 2504.19898 · arxiv_version: 2504.19898v1 · doi: 10.48550/arxiv.2504.19898 · pith_short_12: YNPESY76JEOE · pith_short_16: YNPESY76JEOENTGC · pith_short_8: YNPESY76
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/YNPESY76JEOENTGC26254TMCDM \
  | 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: c35e4963fe491c46ccc2d7b5de4d821b3cca00db4b3712ab5a81996e9a85fbc3
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "09ad7f38f476d64ad504fae3244f16f438cbd2d92dc8f8386aedeb7b8bf80710",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-04-28T15:30:58Z",
    "title_canon_sha256": "bf8ec692e83c7c1b61814619db5f68ccb3cb474a886f198263a0f9c584a63377"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.19898",
    "kind": "arxiv",
    "version": 1
  }
}