Pith Number

pith:5QHGO3NT

pith:2023:5QHGO3NTWWVP4N2UOGCATFHULQ

not attested not anchored not stored refs pending

Maybe Only 0.5% Data is Needed: A Preliminary Exploration of Low Training Data Instruction Tuning

Hantao Yang, Hao Chen, Junbo Zhao, Qi Zhang, Xiaomeng Hu, Xuetao Ma, Yifan Yanggong, Yiming Zhang

arxiv:2305.09246 v1 · 2023-05-16 · 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{5QHGO3NTWWVP4N2UOGCATFHULQ}

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

6 papers in Pith

From Cool Demos to Production-Ready FMware: Core Challenges and a Technology Roadmap

A Comprehensive Overview of Large Language Models

InvEvolve: Evolving White-Box Inventory Policies via Large Language Models with Performance Guarantees

GRACE: A Dynamic Coreset Selection Framework for Large Language Model Optimization

Receipt and verification

First computed	2026-07-05T06:10:45.549839Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ec0e676db3b5aafe375471840994f45c020cb87a429351f79edbad8c2f50d3b0

Aliases

arxiv: 2305.09246 · arxiv_version: 2305.09246v1 · doi: 10.48550/arxiv.2305.09246 · pith_short_12: 5QHGO3NTWWVP · pith_short_16: 5QHGO3NTWWVP4N2U · pith_short_8: 5QHGO3NT

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/5QHGO3NTWWVP4N2UOGCATFHULQ \
  | 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: ec0e676db3b5aafe375471840994f45c020cb87a429351f79edbad8c2f50d3b0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "47244b136252dceff0ccf293e542e63c771d5c64e2c3d88529752aa6d37f9476",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-05-16T07:52:57Z",
    "title_canon_sha256": "810de6cb18560f221bcfb811ed5f617d1b7078d29192252ed4fd767948a06b90"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.09246",
    "kind": "arxiv",
    "version": 1
  }
}