Pith Number

pith:IH5XHGLC

pith:2024:IH5XHGLCHMPS2NJH4HTQ6VNYGO

not attested not anchored not stored refs pending

Exploring Quantization for Efficient Pre-Training of Transformer Language Models

Gon\c{c}alo Mordido, Kamran Chitsaz, Quentin Fournier, Sarath Chandar

arxiv:2407.11722 v2 · 2024-07-16 · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IH5XHGLCHMPS2NJH4HTQ6VNYGO}

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

1 paper in Pith

Scalable Parameter and Memory Efficient Pretraining for LLM: Recent Algorithmic Advances and Benchmarking

Receipt and verification

First computed	2026-07-05T09:19:11.423707Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

41fb7399623b1f2d3527e1e70f55b8338656f53a15bee6b7b118fd78991bd2fc

Aliases

arxiv: 2407.11722 · arxiv_version: 2407.11722v2 · doi: 10.48550/arxiv.2407.11722 · pith_short_12: IH5XHGLCHMPS · pith_short_16: IH5XHGLCHMPS2NJH · pith_short_8: IH5XHGLC

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/IH5XHGLCHMPS2NJH4HTQ6VNYGO \
  | 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: 41fb7399623b1f2d3527e1e70f55b8338656f53a15bee6b7b118fd78991bd2fc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4fe810a373e09491184e7ce1b152919d3ec82b5a1d3ab0d02624f8546a407387",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-16T13:42:09Z",
    "title_canon_sha256": "c98a7ad4f47f0a63014154c7bdb3816da5119baa8889a151dcdb78debc139b16"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.11722",
    "kind": "arxiv",
    "version": 2
  }
}