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Pith Number

pith:F6QWXLWL

pith:2023:F6QWXLWLHLZ3HNAKEK62UCD3S5
not attested not anchored not stored refs pending

Beyond Positive Scaling: How Negation Impacts Scaling Trends of Language Models

James Zou, Jeff Z. HaoChen, Michihiro Yasunaga, Percy Liang, Serena Yeung, Yuhui Zhang, Zhengping Zhou

arxiv:2305.17311 v1 · 2023-05-27 · cs.CL · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{F6QWXLWLHLZ3HNAKEK62UCD3S5}

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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

1 paper in Pith

Receipt and verification
First computed 2026-07-05T06:14:26.370991Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

2fa16baecb3af3b3b40a22bdaa087b9773e7dc310f5dd03a568eeaef13d790f2

Aliases

arxiv: 2305.17311 · arxiv_version: 2305.17311v1 · doi: 10.48550/arxiv.2305.17311 · pith_short_12: F6QWXLWLHLZ3 · pith_short_16: F6QWXLWLHLZ3HNAK · pith_short_8: F6QWXLWL
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/F6QWXLWLHLZ3HNAKEK62UCD3S5 \
  | 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: 2fa16baecb3af3b3b40a22bdaa087b9773e7dc310f5dd03a568eeaef13d790f2
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "9fe569d6d5868ccb578517cd55e1f30d9cc18c3a5bab47d83d05f9ad3c1dd4f7",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-05-27T00:07:17Z",
    "title_canon_sha256": "f36091534b2e24bc50a5f59295ce496554e0d2fb0c9ced417aaff890f51fe4dc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.17311",
    "kind": "arxiv",
    "version": 1
  }
}