Pith Number

pith:KHZPCZN7

pith:2021:KHZPCZN7IROTVVKIMO7BOUGZWH

not attested not anchored not stored refs pending

Scaling ASR Improves Zero and Few Shot Learning

Abdelrahman Mohamed, Alex Xiao, Christian Fuegen, Duc Le, Frank Zhang, Gil Keren, Ozlem Kalinli, Weiyi Zheng, Yatharth Saraf

arxiv:2111.05948 v3 · 2021-11-10 · cs.CL · 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{KHZPCZN7IROTVVKIMO7BOUGZWH}

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	2026-07-05T03:35:34.183832Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

51f2f165bf445d3ad54863be1750d9b1de9e6b87d4d9b31399c321088aa2ebd6

Aliases

arxiv: 2111.05948 · arxiv_version: 2111.05948v3 · doi: 10.48550/arxiv.2111.05948 · pith_short_12: KHZPCZN7IROT · pith_short_16: KHZPCZN7IROTVVKI · pith_short_8: KHZPCZN7

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/KHZPCZN7IROTVVKIMO7BOUGZWH \
  | 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: 51f2f165bf445d3ad54863be1750d9b1de9e6b87d4d9b31399c321088aa2ebd6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a4d0600e36ce2aeecb0817d52d6d83fef576c594dd0d74c634a570ca41bba530",
    "cross_cats_sorted": [
      "cs.SD",
      "eess.AS"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-11-10T21:18:59Z",
    "title_canon_sha256": "ed2b2d2f6246a74b918137e21ec2e0929c3259fef744218235e7961f45294fca"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.05948",
    "kind": "arxiv",
    "version": 3
  }
}