Pith Number

pith:OGMYVV2H

pith:2025:OGMYVV2HREKMPR7CGNLKVQS32R

not attested not anchored not stored refs pending

Rethinking LLM Advancement: Compute-Dependent and Independent Paths to Progress

Anqi Qu, Henry Josephson, Jack Sanderson, Spencer Guo, Teddy Foley

arxiv:2505.04075 v2 · 2025-05-07 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OGMYVV2HREKMPR7CGNLKVQS32R}

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

Multi-Bitwidth Quantization for LLMs Using Additive Codebooks

Receipt and verification

First computed	2026-07-05T11:16:33.661397Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

71998ad7478914c7c7e23356aac25bd45e660c729f0ed80b3f8ca5f96d9c460e

Aliases

arxiv: 2505.04075 · arxiv_version: 2505.04075v2 · doi: 10.48550/arxiv.2505.04075 · pith_short_12: OGMYVV2HREKM · pith_short_16: OGMYVV2HREKMPR7C · pith_short_8: OGMYVV2H

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/OGMYVV2HREKMPR7CGNLKVQS32R \
  | 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: 71998ad7478914c7c7e23356aac25bd45e660c729f0ed80b3f8ca5f96d9c460e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "89afee7143efc256f1f48856cb275d7d0750a548ecc4d1261e5d5e0e40003438",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-07T02:26:17Z",
    "title_canon_sha256": "cf84ca3c337c5dd482d94de4e13231e9f093009091ccee85eeaf6f98aaa0a90a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.04075",
    "kind": "arxiv",
    "version": 2
  }
}