Pith Number

pith:DEBS22A5

pith:2024:DEBS22A5MFKECLCJT4VFLKIPGQ

not attested not anchored not stored refs pending

Dynamic Data Mixing Maximizes Instruction Tuning for Mixture-of-Experts

Daize Dong, Jiacheng Ruan, Tong Zhu, Wenliang Chen, Xiaoye Qu, Yu Cheng

arxiv:2406.11256 v1 · 2024-06-17 · 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{DEBS22A5MFKECLCJT4VFLKIPGQ}

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

Mixture of Experts (MoE): A Big Data Perspective

Receipt and verification

First computed	2026-07-05T08:32:50.944473Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

19032d681d6154412c499f2a55a90f34027ec1eaf954dab549c3aec24b37b06f

Aliases

arxiv: 2406.11256 · arxiv_version: 2406.11256v1 · doi: 10.48550/arxiv.2406.11256 · pith_short_12: DEBS22A5MFKE · pith_short_16: DEBS22A5MFKECLCJ · pith_short_8: DEBS22A5

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/DEBS22A5MFKECLCJT4VFLKIPGQ \
  | 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: 19032d681d6154412c499f2a55a90f34027ec1eaf954dab549c3aec24b37b06f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ac2f4cd36845be6b1790b35146fd58ea30eb07f83d63d16d57f734968c471265",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-06-17T06:47:03Z",
    "title_canon_sha256": "10ac2df278d4c256bd90d5eb3a8198243e98dfa173f15bb15dea842afe6330f9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.11256",
    "kind": "arxiv",
    "version": 1
  }
}