Pith Number

pith:EQJV3FMD

pith:2024:EQJV3FMDTUZ2YKDLQUPSZES56A

not attested not anchored not stored refs pending

Tuning Language Models by Mixture-of-Depths Ensemble

Haoyan Luo, Lucia Specia

arxiv:2410.13077 v2 · 2024-10-16 · cs.CL · 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{EQJV3FMDTUZ2YKDLQUPSZES56A}

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	2026-06-26T00:15:21.712722Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

24135d95839d33ac286b851f2c925df012cb7f52c4e72dabf41a58b666cfbfca

Aliases

arxiv: 2410.13077 · arxiv_version: 2410.13077v2 · doi: 10.48550/arxiv.2410.13077 · pith_short_12: EQJV3FMDTUZ2 · pith_short_16: EQJV3FMDTUZ2YKDL · pith_short_8: EQJV3FMD

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/EQJV3FMDTUZ2YKDLQUPSZES56A \
  | 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: 24135d95839d33ac286b851f2c925df012cb7f52c4e72dabf41a58b666cfbfca

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2c2a95f8372945ef012aa2cad9818229b6fcb48b9f7164c8cc5355889ea8ba1d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-16T22:51:45Z",
    "title_canon_sha256": "41936874a5bc7483887f4f45ea23ecb75e16907b13dae23756aa0e74f60e4e51"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.13077",
    "kind": "arxiv",
    "version": 2
  }
}