Pith Number

pith:B63FTT4K

pith:2024:B63FTT4KPSA7T5FDAG5I2EFQ5K

not attested not anchored not stored refs pending

Improving Semantic Understanding in Speech Language Models via Brain-tuning

Dietrich Klakow, Mariya Toneva, Omer Moussa

arxiv:2410.09230 v3 · 2024-10-11 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{B63FTT4KPSA7T5FDAG5I2EFQ5K}

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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

How Much is Brain Data Worth for Machine Learning?

Receipt and verification

First computed	2026-07-05T10:23:57.110767Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0fb659cf8a7c81f9f4a301ba8d10b0eaa91a8c7cc40d445902d210dfa69c6bb8

Aliases

arxiv: 2410.09230 · arxiv_version: 2410.09230v3 · doi: 10.48550/arxiv.2410.09230 · pith_short_12: B63FTT4KPSA7 · pith_short_16: B63FTT4KPSA7T5FD · pith_short_8: B63FTT4K

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/B63FTT4KPSA7T5FDAG5I2EFQ5K \
  | 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: 0fb659cf8a7c81f9f4a301ba8d10b0eaa91a8c7cc40d445902d210dfa69c6bb8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a95f5872c6ce498be58df0b6982e4235bfa248d2232827e2965394dc5f1890c4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-11T20:06:21Z",
    "title_canon_sha256": "a06a4bac8b54b4bb0feb853852aca601e16928a707b6408a44fa823015828f5a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.09230",
    "kind": "arxiv",
    "version": 3
  }
}