Pith Number

pith:GQVTFBSH

pith:2016:GQVTFBSH42UJU6UUUWILZWMK4W

not attested not anchored not stored refs pending

The Neural Noisy Channel

Chris Dyer, Edward Grefenstette, Lei Yu, Phil Blunsom, Tomas Kocisky

arxiv:1611.02554 v2 · 2016-11-08 · cs.CL · cs.AI · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GQVTFBSH42UJU6UUUWILZWMK4W}

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

HuggingFace's Transformers: State-of-the-art Natural Language Processing

Receipt and verification

First computed	2026-05-18T00:49:31.820855Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

342b328647e6a89a7a94a590bcd98ae5b4aab515e34e673a01970bbae97dcecc

Aliases

arxiv: 1611.02554 · arxiv_version: 1611.02554v2 · doi: 10.48550/arxiv.1611.02554 · pith_short_12: GQVTFBSH42UJ · pith_short_16: GQVTFBSH42UJU6UU · pith_short_8: GQVTFBSH

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/GQVTFBSH42UJU6UUUWILZWMK4W \
  | 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: 342b328647e6a89a7a94a590bcd98ae5b4aab515e34e673a01970bbae97dcecc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fc6370d8f55ae4c726c19ea1c3ec9f84f73ac8e70b19a6d9eda1d506334b055d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2016-11-08T15:18:44Z",
    "title_canon_sha256": "b0e7dd7dac41dc175bb05724253dd6d251ec11634eb6b4bf34683dbddd9d692d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1611.02554",
    "kind": "arxiv",
    "version": 2
  }
}