Pith Number

pith:AUQ4UNVA

pith:2024:AUQ4UNVAIQL4AKBRNJN7QAXFOO

not attested not anchored not stored refs pending

Bitune: Leveraging Bidirectional Attention to Improve Decoder-Only LLMs

Dawid J. Kopiczko, Tijmen Blankevoort, Yuki M. Asano

arxiv:2405.14862 v2 · 2024-05-23 · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AUQ4UNVAIQL4AKBRNJN7QAXFOO}

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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

Set-LLM: A Permutation-Invariant LLM

Receipt and verification

First computed	2026-07-05T12:00:42.882344Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0521ca36a04417c028316a5bf802e573a32c34d74dba93abd92b549f7a55d64c

Aliases

arxiv: 2405.14862 · arxiv_version: 2405.14862v2 · doi: 10.48550/arxiv.2405.14862 · pith_short_12: AUQ4UNVAIQL4 · pith_short_16: AUQ4UNVAIQL4AKBR · pith_short_8: AUQ4UNVA

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/AUQ4UNVAIQL4AKBRNJN7QAXFOO \
  | 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: 0521ca36a04417c028316a5bf802e573a32c34d74dba93abd92b549f7a55d64c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "105efd2e3707a301ac569f3c54976c2bc7ca6a5efe8c2d8e1a30325fd33ff75e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-05-23T17:59:22Z",
    "title_canon_sha256": "021154e8b920940ac27eff50ede483bd6b637fc56df3ad72386f9013fad40370"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.14862",
    "kind": "arxiv",
    "version": 2
  }
}