Pith Number

pith:4F6RPHEV

pith:2023:4F6RPHEV6MDQB5F6DDPFAYWNDG

not attested not anchored not stored refs pending

Attention or Convolution: Transformer Encoders in Audio Language Models for Inference Efficiency

Ching-Feng Yeh, Daniel Bikel, Hakan Inan, Rashi Rungta, Sungho Jeon, Wei-Ning Hsu, Yashar Mehdad

arxiv:2311.02772 v2 · 2023-11-05 · cs.SD · cs.CL · eess.AS

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4F6RPHEV6MDQB5F6DDPFAYWNDG}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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	2026-07-05T07:42:43.140924Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e17d179c95f30700f4be18de5062cd199765cee094eaba9e49d074ffc0dd639e

Aliases

arxiv: 2311.02772 · arxiv_version: 2311.02772v2 · doi: 10.48550/arxiv.2311.02772 · pith_short_12: 4F6RPHEV6MDQ · pith_short_16: 4F6RPHEV6MDQB5F6 · pith_short_8: 4F6RPHEV

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/4F6RPHEV6MDQB5F6DDPFAYWNDG \
  | 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: e17d179c95f30700f4be18de5062cd199765cee094eaba9e49d074ffc0dd639e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bde864a4394b15d2d5e49c7818777e14b6831e2fb5534afc45858a36b0357e86",
    "cross_cats_sorted": [
      "cs.CL",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2023-11-05T21:30:10Z",
    "title_canon_sha256": "bca6a6af68551ca9dd553775dc3371c6d625362f57f00e03ac38112116fb64ee"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.02772",
    "kind": "arxiv",
    "version": 2
  }
}