Pith Number

pith:PX63XKQT

pith:2023:PX63XKQTP4IMHWPZBFOIQNBAWT

not attested not anchored not stored refs pending

Why do Nearest Neighbor Language Models Work?

Frank F. Xu, Graham Neubig, Uri Alon

arxiv:2301.02828 v2 · 2023-01-07 · 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{PX63XKQTP4IMHWPZBFOIQNBAWT}

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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

Experimental comparison of graph-based approximate nearest neighbor search algorithms on edge devices

Receipt and verification

First computed	2026-07-05T05:33:23.482258Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7dfdbbaa137f10c3d9f9095c883420b4f20350a565ad7f7b1f7e0a3c077fb997

Aliases

arxiv: 2301.02828 · arxiv_version: 2301.02828v2 · doi: 10.48550/arxiv.2301.02828 · pith_short_12: PX63XKQTP4IM · pith_short_16: PX63XKQTP4IMHWPZ · pith_short_8: PX63XKQT

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/PX63XKQTP4IMHWPZBFOIQNBAWT \
  | 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: 7dfdbbaa137f10c3d9f9095c883420b4f20350a565ad7f7b1f7e0a3c077fb997

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7ac2096bc0d0c3ae518c2fd501ced877ececcb467c55021aef376e6e9704d7c7",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-01-07T11:12:36Z",
    "title_canon_sha256": "c862f30af65072b636e79c403fc5c7eba77e811273322d513ca21f87bc340c2e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.02828",
    "kind": "arxiv",
    "version": 2
  }
}