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Pith Number

pith:GP27RNOL

pith:2024:GP27RNOLDRAJS275PPY6RCQEMW
not attested not anchored not stored refs pending

Comparing Pre-trained Human Language Models: Is it Better with Human Context as Groups, Individual Traits, or Both?

Dirk Hovy, H. Andrew Schwartz, Nikita Soni, Niranjan Balasubramanian

arxiv:2401.12492 v3 · 2024-01-23 · cs.CL · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{GP27RNOLDRAJS275PPY6RCQEMW}

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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 2026-07-05T11:39:01.955304Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

33f5f8b5cb1c40996bfd7bf1e88a0465bbe840c5ec5c9b06a889107386226a8f

Aliases

arxiv: 2401.12492 · arxiv_version: 2401.12492v3 · doi: 10.48550/arxiv.2401.12492 · pith_short_12: GP27RNOLDRAJ · pith_short_16: GP27RNOLDRAJS275 · pith_short_8: GP27RNOL
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/GP27RNOLDRAJS275PPY6RCQEMW \
  | 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: 33f5f8b5cb1c40996bfd7bf1e88a0465bbe840c5ec5c9b06a889107386226a8f
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "08abf8e61ab0c9daec5d704b4895ff71ffd2899e8cb29e13d23f9ba61879055c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-01-23T05:20:35Z",
    "title_canon_sha256": "0fb889d917d6414e23f1c3aab7d502979e8119f88a51af180b06e28a86156a46"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.12492",
    "kind": "arxiv",
    "version": 3
  }
}