Pith Number

pith:GP4L2ZNG

pith:2024:GP4L2ZNGYYAUDWF7PR6RTRO3O3

not attested not anchored not stored refs pending

On the Diversity of Synthetic Data and its Impact on Training Large Language Models

Abdul Waheed, Bhiksha Raj, Hao Chen, Jindong Wang, Marah I. Abdin, Xiang Li, Yidong Wang

arxiv:2410.15226 v2 · 2024-10-19 · cs.CL

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\usepackage{pith}
\pithnumber{GP4L2ZNGYYAUDWF7PR6RTRO3O3}

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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

6 papers in Pith

Will LLMs Scaling Hit the Wall? Breaking Barriers via Distributed Resources on Massive Edge Devices

Bridging the Linguistic Divide: A Survey on Leveraging Large Language Models for Machine Translation

Synthetic Eggs in Many Baskets: The Impact of Synthetic Data Diversity on LLM Fine-Tuning

LLM Harms: A Taxonomy and Discussion

StepCodeReasoner: Aligning Code Reasoning with Stepwise Execution Traces via Reinforcement Learning

Receipt and verification

First computed	2026-07-05T09:24:18.852910Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

33f8bd65a6c60141d8bf7c7d19c5db76e434ca2c3b957990119d549d00ce344d

Aliases

arxiv: 2410.15226 · arxiv_version: 2410.15226v2 · doi: 10.48550/arxiv.2410.15226 · pith_short_12: GP4L2ZNGYYAU · pith_short_16: GP4L2ZNGYYAUDWF7 · pith_short_8: GP4L2ZNG

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/GP4L2ZNGYYAUDWF7PR6RTRO3O3 \
  | 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: 33f8bd65a6c60141d8bf7c7d19c5db76e434ca2c3b957990119d549d00ce344d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c371720ba590a69cdf1e52c00208198c54f6bf8923eb1db3c5d13db09e3db338",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-19T22:14:07Z",
    "title_canon_sha256": "78863645172939485dc8e15de79570d2385d76a5ffdb7ffa667d1c24f5f6de57"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.15226",
    "kind": "arxiv",
    "version": 2
  }
}