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Pith Number

pith:KESZMUKD

pith:2023:KESZMUKDFJS2RRXTBLFM6BTGN4
not attested not anchored not stored refs pending

Opening the Black Box: Analyzing Attention Weights and Hidden States in Pre-trained Language Models for Non-language Tasks

Gunther Heidemann, Kai-Uwe K\"uhnberger, Mohamad Ballout, Ulf Krumnack

arxiv:2306.12198 v1 · 2023-06-21 · cs.CL · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{KESZMUKDFJS2RRXTBLFM6BTGN4}

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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 2026-07-05T06:23:11.682964Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

51259651432a65a8c6f30acacf06666f2652073d150ae9ebfeb3b8ba931cdb1b

Aliases

arxiv: 2306.12198 · arxiv_version: 2306.12198v1 · doi: 10.48550/arxiv.2306.12198 · pith_short_12: KESZMUKDFJS2 · pith_short_16: KESZMUKDFJS2RRXT · pith_short_8: KESZMUKD
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/KESZMUKDFJS2RRXTBLFM6BTGN4 \
  | 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: 51259651432a65a8c6f30acacf06666f2652073d150ae9ebfeb3b8ba931cdb1b
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "ae250506c3e516dc35c35beb59864563486b73951f478376f6d2aa85395ad85b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-06-21T11:48:07Z",
    "title_canon_sha256": "b58cc8c074badb1a6eca0daf30e0b67bcd159ec38f9a604872f96d8ec02751ac"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.12198",
    "kind": "arxiv",
    "version": 1
  }
}