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Pith Number

pith:M2NKBJBS

pith:2025:M2NKBJBSXAJSFKMXXRRTKASRBF
not attested not anchored not stored refs pending

DualReward: A Dynamic Reinforcement Learning Framework for Cloze Tests Distractor Generation

Jingshen Zhang, Ruiying Niu, Tianyou Huang, Xinglu Chen, Xinying Qiu

arxiv:2507.11875 v1 · 2025-07-16 · cs.CL

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\usepackage{pith}
\pithnumber{M2NKBJBSXAJSFKMXXRRTKASRBF}

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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.
Receipt and verification
First computed 2026-07-05T11:37:52.520665Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

669aa0a432b81322a997bc633502510978cd88199e5e40902158e31f8b76c840

Aliases

arxiv: 2507.11875 · arxiv_version: 2507.11875v1 · doi: 10.48550/arxiv.2507.11875 · pith_short_12: M2NKBJBSXAJS · pith_short_16: M2NKBJBSXAJSFKMX · pith_short_8: M2NKBJBS
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/M2NKBJBSXAJSFKMXXRRTKASRBF \
  | 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: 669aa0a432b81322a997bc633502510978cd88199e5e40902158e31f8b76c840
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "2e90b7b86414e063d9f8cbc1e0ccc0bccec5628d08d10cca3d513e3c9cdb03f4",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-07-16T03:39:36Z",
    "title_canon_sha256": "fc15016f25b5d3df72d2583eaf1ca25ad4620d9ed5a6a17aa862fa9885afc0a6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.11875",
    "kind": "arxiv",
    "version": 1
  }
}