Pith Number

pith:UIWDAWOY

pith:2023:UIWDAWOY5DCRCTP32T3IICBH27

not attested not anchored not stored refs pending

Platypus: Quick, Cheap, and Powerful Refinement of LLMs

Ariel N. Lee, Cole J. Hunter, Nataniel Ruiz

arxiv:2308.07317 v2 · 2023-08-14 · 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{UIWDAWOY5DCRCTP32T3IICBH27}

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

11 papers in Pith

DAG-MoE: From Simple Mixture to Structural Aggregation in Mixture-of-Experts

ReLoRA: Knowledge-Reusing Adaptation for Fast Rollout of Evolving LLM Services

TRACER: A Semantic-Aware Framework for Fine-Grained Contamination Detection in Code LLMs

Understanding and Improving Noisy Embedding Techniques in Instruction Finetuning

ToRA: A Tool-Integrated Reasoning Agent for Mathematical Problem Solving

Receipt and verification

First computed	2026-07-05T07:56:16.566829Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a22c3059d8e8c5114dfbd4f6840827d7fc0c8756a1a8e20f8c9692b5242c4854

Aliases

arxiv: 2308.07317 · arxiv_version: 2308.07317v2 · doi: 10.48550/arxiv.2308.07317 · pith_short_12: UIWDAWOY5DCR · pith_short_16: UIWDAWOY5DCRCTP3 · pith_short_8: UIWDAWOY

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/UIWDAWOY5DCRCTP32T3IICBH27 \
  | 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: a22c3059d8e8c5114dfbd4f6840827d7fc0c8756a1a8e20f8c9692b5242c4854

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ca20d982b4f6e4fb3784bfe7109f0d9827266b7e0ef11c10173e3ddad0af62bd",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-08-14T17:59:56Z",
    "title_canon_sha256": "48b687a6cf4bbec9304cd15375ec9b86c8126603f16f339c70958869cdb09104"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.07317",
    "kind": "arxiv",
    "version": 2
  }
}