Pith Number

pith:YRFOMS4U

pith:2021:YRFOMS4USVXWOF5JOM2UMCDEYH

not attested not anchored not stored refs pending

BERT Attends the Conversation: Improving Low-Resource Conversational ASR

Pablo Ortiz, Simen Burud

arxiv:2110.02267 v2 · 2021-10-05 · cs.CL · cs.LG · 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{YRFOMS4USVXWOF5JOM2UMCDEYH}

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.

Cited by

1 paper in Pith

MTLM: Incorporating Bidirectional Text Information to Enhance Language Model Training in Speech Recognition Systems

Receipt and verification

First computed	2026-07-05T03:51:10.290158Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c44ae64b94956f6717a97335460864c1c5a72163dd7ae5ab1ab69f28ef515a29

Aliases

arxiv: 2110.02267 · arxiv_version: 2110.02267v2 · doi: 10.48550/arxiv.2110.02267 · pith_short_12: YRFOMS4USVXW · pith_short_16: YRFOMS4USVXWOF5J · pith_short_8: YRFOMS4U

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/YRFOMS4USVXWOF5JOM2UMCDEYH \
  | 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: c44ae64b94956f6717a97335460864c1c5a72163dd7ae5ab1ab69f28ef515a29

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f19db2f93a89e9c97040df1c113f77e3e54f7376d67657831a6e1ec236af50d2",
    "cross_cats_sorted": [
      "cs.LG",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-10-05T18:15:15Z",
    "title_canon_sha256": "b707a804904ade98f565642cf33918f3dfc013a357b1f95ceeea04dd3dbf16b9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.02267",
    "kind": "arxiv",
    "version": 2
  }
}