Pith Number

pith:XHTI2NRY

pith:2023:XHTI2NRYUUPG3XCQEK2LGPTSJU

not attested not anchored not stored refs pending

Robust Acoustic and Semantic Contextual Biasing in Neural Transducers for Speech Recognition

Ankur Gandhe, Athanasios Mouchtaris, Grant P. Strimel, Jing Liu, Kanthashree Mysore Sathyendra, Ross McGowan, Xuandi Fu

arxiv:2305.05271 v1 · 2023-05-09 · cs.CL · cs.LG · cs.SD · 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{XHTI2NRYUUPG3XCQEK2LGPTSJU}

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	2026-07-05T06:08:32.679056Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b9e68d3638a51e6ddc5022b4b33e724d240940e33167bac525e13d48241a33eb

Aliases

arxiv: 2305.05271 · arxiv_version: 2305.05271v1 · doi: 10.48550/arxiv.2305.05271 · pith_short_12: XHTI2NRYUUPG · pith_short_16: XHTI2NRYUUPG3XCQ · pith_short_8: XHTI2NRY

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/XHTI2NRYUUPG3XCQEK2LGPTSJU \
  | 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: b9e68d3638a51e6ddc5022b4b33e724d240940e33167bac525e13d48241a33eb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0886f18396ad7382f8fef85322ccc40974a3e9f696d2acf5de69818cc8bd9ae7",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SD",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-05-09T08:51:44Z",
    "title_canon_sha256": "232fd99a35fcb2c81ccbbac8be921babef30630039f0d456e6ceea42d50c9a3a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.05271",
    "kind": "arxiv",
    "version": 1
  }
}