Pith Number

pith:FY6UZ4TG

pith:2025:FY6UZ4TGMCGNOW44XHECDEFUBY

not attested not anchored not stored refs pending

Revisiting Word Embeddings in the LLM Era

Matthew Freestone, Santu Karmaker, Sathyanarayanan Aakur, Yash Mahajan

arxiv:2502.19607 v2 · 2025-02-26 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FY6UZ4TGMCGNOW44XHECDEFUBY}

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

Word Embedding Techniques for Classification of Star Ratings

Receipt and verification

First computed	2026-07-05T10:22:15.500151Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2e3d4cf266608cd75b9cb9c82190b40e27af816f77c236c47a58a707b65f2762

Aliases

arxiv: 2502.19607 · arxiv_version: 2502.19607v2 · doi: 10.48550/arxiv.2502.19607 · pith_short_12: FY6UZ4TGMCGN · pith_short_16: FY6UZ4TGMCGNOW44 · pith_short_8: FY6UZ4TG

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/FY6UZ4TGMCGNOW44XHECDEFUBY \
  | 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: 2e3d4cf266608cd75b9cb9c82190b40e27af816f77c236c47a58a707b65f2762

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "93269f47a9fc48ac4afca98505b178af4149845b22393e7fd09fad49cada8b9a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-26T22:45:08Z",
    "title_canon_sha256": "feb8a31e98a39dd5253fdcd7652299b9959bced2dd519fb2913bb81a0f1256d2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.19607",
    "kind": "arxiv",
    "version": 2
  }
}