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Pith Number

pith:HOHLQIEK

pith:2023:HOHLQIEKEIBDCBQW6EVQPIH4HF
not attested not anchored not stored refs pending

Roles of Scaling and Instruction Tuning in Language Perception: Model vs. Human Attention

Changjiang Gao, Jiajun Chen, Jixing Li, Shujian Huang

arxiv:2310.19084 v1 · 2023-10-29 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{HOHLQIEKEIBDCBQW6EVQPIH4HF}

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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 2026-07-05T07:06:45.910360Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

3b8eb8208a2202310616f12b07a0fc3958f71bb1c4a9c2261dfe716cd1b8c75b

Aliases

arxiv: 2310.19084 · arxiv_version: 2310.19084v1 · doi: 10.48550/arxiv.2310.19084 · pith_short_12: HOHLQIEKEIBD · pith_short_16: HOHLQIEKEIBDCBQW · pith_short_8: HOHLQIEK
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/HOHLQIEKEIBDCBQW6EVQPIH4HF \
  | 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: 3b8eb8208a2202310616f12b07a0fc3958f71bb1c4a9c2261dfe716cd1b8c75b
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "dc7f3f52b8b494a821f59747ec674c555f2283efa74c5706b5c5949bc11c89e9",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-10-29T17:16:40Z",
    "title_canon_sha256": "02639708ac0c031fdffb8ba2eccef0a27b2f8f4ba7975d7a95e9dae816aa4328"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.19084",
    "kind": "arxiv",
    "version": 1
  }
}