Pith Number

pith:WNACM6UD

pith:2025:WNACM6UDPBQ2DNHEXH2EUQMKG3

not attested not anchored not stored refs pending

Scaling Fine-Grained MoE Beyond 50B Parameters: Empirical Evaluation and Practical Insights

Daniel Korzekwa, Jakub Krajewski, Marcin Chochowski

arxiv:2506.02890 v1 · 2025-06-03 · cs.LG · cs.AI · 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{WNACM6UDPBQ2DNHEXH2EUQMKG3}

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.

Receipt and verification

First computed	2026-07-05T11:15:11.461364Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b340267a837861a1b4e4b9f44a418a36e753d614f07dc467710b770e5ee87412

Aliases

arxiv: 2506.02890 · arxiv_version: 2506.02890v1 · doi: 10.48550/arxiv.2506.02890 · pith_short_12: WNACM6UDPBQ2 · pith_short_16: WNACM6UDPBQ2DNHE · pith_short_8: WNACM6UD

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/WNACM6UDPBQ2DNHEXH2EUQMKG3 \
  | 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: b340267a837861a1b4e4b9f44a418a36e753d614f07dc467710b770e5ee87412

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7517f7b14fa6d72a2a22257b283d3bd25d15244c3b5086ea4b6a56c90669aa3e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-03T13:55:48Z",
    "title_canon_sha256": "cad30323d9685a6611c262cf4bcecff4fcc16ab99f096de99361450eb39620be"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.02890",
    "kind": "arxiv",
    "version": 1
  }
}