Pith Number

pith:4KEG4QJD

pith:2021:4KEG4QJDMHOWBK67BSXDGZNKTS

not attested not anchored not stored refs pending

Instantaneous Grammatical Error Correction with Shallow Aggressive Decoding

Furu Wei, Houfeng Wang, Tao Ge, Xin Sun

arxiv:2106.04970 v1 · 2021-06-09 · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4KEG4QJDMHOWBK67BSXDGZNKTS}

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

2 papers in Pith

Fast Inference from Transformers via Speculative Decoding

EAGLE: Speculative Sampling Requires Rethinking Feature Uncertainty

Receipt and verification

First computed	2026-07-05T02:47:51.526084Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e2886e412361dd60abdf0cae3365aa9cad28c4db67d22bcaa674deb17b84d2be

Aliases

arxiv: 2106.04970 · arxiv_version: 2106.04970v1 · doi: 10.48550/arxiv.2106.04970 · pith_short_12: 4KEG4QJDMHOW · pith_short_16: 4KEG4QJDMHOWBK67 · pith_short_8: 4KEG4QJD

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/4KEG4QJDMHOWBK67BSXDGZNKTS \
  | 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: e2886e412361dd60abdf0cae3365aa9cad28c4db67d22bcaa674deb17b84d2be

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "56f86bc6e5c5685a90cac7735fede6281067f25a944244f6bfa34a8c4c6278ae",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-06-09T10:30:59Z",
    "title_canon_sha256": "04fabcbf8d4a6e495c87e44a3c6eb5babf26f05370e4f488c4425e8de21a746d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.04970",
    "kind": "arxiv",
    "version": 1
  }
}