Pith Number

pith:GCKEAN2N

pith:2024:GCKEAN2NP2NNKUEEFO6FC4QUW4

not attested not anchored not stored refs pending

Exploring the Trade-Offs: Quantization Methods, Task Difficulty, and Model Size in Large Language Models From Edge to Giant

Jemin Lee, Jihun Oh, Jinse Kwon, Sihyeong Park, Yongin Kwon

arxiv:2409.11055 v6 · 2024-09-17 · cs.CL · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GCKEAN2NP2NNKUEEFO6FC4QUW4}

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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

5 papers in Pith

Rethinking Small VLM Quantization: From Component-Wise Analysis to Hardware-Aware Edge Deployment

Cassandra: Enabling Reasoning LLMs at Edge via Self-Speculative Decoding

K-Quantization and its Impact on Output Performance

A Switch-Centric In-Network Architecture for Accelerating LLM Inference in Shared-Memory Network

Robust Ultra Low-Bit Post-Training Quantization via Stable Diagonal Curvature Estimate

Receipt and verification

First computed	2026-07-05T11:15:17.562140Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

309440374d7e9ad550842bbc517214b7332e5e89a1b0b9a87ce4f05149875930

Aliases

arxiv: 2409.11055 · arxiv_version: 2409.11055v6 · doi: 10.48550/arxiv.2409.11055 · pith_short_12: GCKEAN2NP2NN · pith_short_16: GCKEAN2NP2NNKUEE · pith_short_8: GCKEAN2N

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/GCKEAN2NP2NNKUEEFO6FC4QUW4 \
  | 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: 309440374d7e9ad550842bbc517214b7332e5e89a1b0b9a87ce4f05149875930

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2fd8ad311d90ef33d6d431708e4942c8504ab72e13f2da9133623bb974142659",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-09-17T10:31:37Z",
    "title_canon_sha256": "124fd1dc14a997531cfa95ff529db64abbf9d9cad7a40b70c24d3aa9e42bfe24"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.11055",
    "kind": "arxiv",
    "version": 6
  }
}