Pith Number

pith:6HJLP3I4

pith:2025:6HJLP3I45QCWQQ53BDJGVCCSAA

not attested not anchored not stored refs pending

Jointly Reinforcing Diversity and Quality in Language Model Generations

Daniel Khashabi, Jack Lanchantin, Jason Weston, Ping Yu, Swarnadeep Saha, Tianjian Li, Tianlu Wang, Yiming Zhang

arxiv:2509.02534 v1 · 2025-09-02 · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{6HJLP3I45QCWQQ53BDJGVCCSAA}

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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

20 papers in Pith

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Teacher-Free Self-Training Amplifies but Does Not Compound: A Pass@$K$ Crossover on a Free-Verifier Domain

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation

Receipt and verification

First computed	2026-07-05T12:03:40.530064Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f1d2b7ed1cec056843bb08d26a8852001dcfba6be0d07b8f134bd006d6738570

Aliases

arxiv: 2509.02534 · arxiv_version: 2509.02534v1 · doi: 10.48550/arxiv.2509.02534 · pith_short_12: 6HJLP3I45QCW · pith_short_16: 6HJLP3I45QCWQQ53 · pith_short_8: 6HJLP3I4

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/6HJLP3I45QCWQQ53BDJGVCCSAA \
  | 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: f1d2b7ed1cec056843bb08d26a8852001dcfba6be0d07b8f134bd006d6738570

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e731e181253f76fbfcab1caa30ac9697352f51a9804e6de02d2c8fe20c3c1f0a",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-09-02T17:38:47Z",
    "title_canon_sha256": "0d88f6488af2b782bd508612c86f4fc972f3c8b8db43a40c261ab9f034ec5a11"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.02534",
    "kind": "arxiv",
    "version": 1
  }
}