Pith Number

pith:LLUIBKIP

pith:2020:LLUIBKIPC2JVONZB7RL6YUVLE7

not attested not anchored not stored refs pending

A Density Ratio Approach to Language Model Fusion in End-To-End Automatic Speech Recognition

Ehsan Variani, Erik McDermott, Hasim Sak

arxiv:2002.11268 v3 · 2020-02-26 · eess.AS · cs.CL · cs.SD

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LLUIBKIPC2JVONZB7RL6YUVLE7}

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	2026-07-05T00:44:28.909258Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5ae880a90f1693573721fc57ec52ab27d0d6dadc36aec567a7933ecb07c2824e

Aliases

arxiv: 2002.11268 · arxiv_version: 2002.11268v3 · doi: 10.48550/arxiv.2002.11268 · pith_short_12: LLUIBKIPC2JV · pith_short_16: LLUIBKIPC2JVONZB · pith_short_8: LLUIBKIP

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/LLUIBKIPC2JVONZB7RL6YUVLE7 \
  | 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: 5ae880a90f1693573721fc57ec52ab27d0d6dadc36aec567a7933ecb07c2824e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "91e025c77ad7b9e4185a3b4c1c400c34eca716855029391b3d6b6d55825dba1a",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.SD"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.AS",
    "submitted_at": "2020-02-26T02:53:42Z",
    "title_canon_sha256": "ee86090e5efe10024b13ca8b7b89b6bc51363b568b5c65326bbc417e380feb80"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.11268",
    "kind": "arxiv",
    "version": 3
  }
}