Pith Number

pith:VL73RD4A

pith:2024:VL73RD4AMNPZQMHDZTPOWZHXQT

not attested not anchored not stored refs pending

BiMix: A Bivariate Data Mixing Law for Language Model Pretraining

Bolin Ding, Ce Ge, Daoyuan Chen, Yaliang Li, Zhijian Ma

arxiv:2405.14908 v4 · 2024-05-23 · 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{VL73RD4AMNPZQMHDZTPOWZHXQT}

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

5 papers in Pith

DUET: Optimizing Training Data Mixtures via Feedback from Unseen Evaluation Tasks

DataComp-LM: In search of the next generation of training sets for language models

Capacity-Aware Mixture Law Enables Efficient LLM Data Optimization

Data Mixing for Large Language Models Pretraining: A Survey and Outlook

Knowledge Transfer Scaling Laws for 3D Medical Imaging

Receipt and verification

First computed	2026-07-05T10:05:42.980201Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aaffb88f80635f9830e3ccdeeb64f784cdb0fd39122736134b34e0f88fc3f127

Aliases

arxiv: 2405.14908 · arxiv_version: 2405.14908v4 · doi: 10.48550/arxiv.2405.14908 · pith_short_12: VL73RD4AMNPZ · pith_short_16: VL73RD4AMNPZQMHD · pith_short_8: VL73RD4A

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/VL73RD4AMNPZQMHDZTPOWZHXQT \
  | 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: aaffb88f80635f9830e3ccdeeb64f784cdb0fd39122736134b34e0f88fc3f127

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d5d1cab7aefb5d538935f8f207313d90790ed08ca8bc05415b4332b99238a6e4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-23T09:44:02Z",
    "title_canon_sha256": "4e7d3f014467cdac7d07aa20d6c3c9fdc182d37bc04174203824edf3a41bf684"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.14908",
    "kind": "arxiv",
    "version": 4
  }
}