Pith Number

pith:N4YR3WSP

pith:2024:N4YR3WSPPJQ2VQ6YLMDIOXAK7B

not attested not anchored not stored refs pending

PAFT: A Parallel Training Paradigm for Effective LLM Fine-Tuning

Bin Bi, Kiran Ramnath, Na (Claire) Cheng, Regunathan Radhakrishnan, Shiva Kumar Pentyala, Sitaram Asur, Xiang-Bo Mao, Zhichao Wang

arxiv:2406.17923 v1 · 2024-06-25 · 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{N4YR3WSPPJQ2VQ6YLMDIOXAK7B}

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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

3 papers in Pith

UNA: A Unified Supervised Framework for Efficient LLM Alignment Across Feedback Types

A Readiness-Driven Runtime for Pipeline-Parallel Training under Runtime Variability

Model Merging in LLMs, MLLMs, and Beyond: Methods, Theories, Applications and Opportunities

Receipt and verification

First computed	2026-07-05T08:36:52.478747Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6f311dda4f7a61aac3d85b06875c0af8576b2244cade46b7c0d28428cc949528

Aliases

arxiv: 2406.17923 · arxiv_version: 2406.17923v1 · doi: 10.48550/arxiv.2406.17923 · pith_short_12: N4YR3WSPPJQ2 · pith_short_16: N4YR3WSPPJQ2VQ6Y · pith_short_8: N4YR3WSP

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/N4YR3WSPPJQ2VQ6YLMDIOXAK7B \
  | 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: 6f311dda4f7a61aac3d85b06875c0af8576b2244cade46b7c0d28428cc949528

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e5784d8578e5565831edf5e54cf71ae157e678d7ffb22dbeb27d14607c11b8ef",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-06-25T20:11:37Z",
    "title_canon_sha256": "2a05cdd73404505c0254f19c382c73fb1144f980422a190e8665d26bf6eb4b57"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.17923",
    "kind": "arxiv",
    "version": 1
  }
}