Pith Number

pith:QOL5LLM6

pith:2025:QOL5LLM6ZKEGP3JKF3OYEL7ML5

not attested not anchored not stored refs pending

Optimizing LLMs for Resource-Constrained Environments: A Survey of Model Compression Techniques

Aman Raj, Ankit Shetgaonkar, Dipen Pradhan, Lakshit Arora, Sanjay Surendranath Girija, Shashank Kapoor

arxiv:2505.02309 v2 · 2025-05-05 · cs.LG · 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{QOL5LLM6ZKEGP3JKF3OYEL7ML5}

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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

1 paper in Pith

Quantized Large Language Models in Biomedical Natural Language Processing: Evaluation and Recommendation

Receipt and verification

First computed	2026-07-05T12:02:01.014331Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8397d5ad9eca8867ed2a2edd822fec5f5277fa5acaa79cc383fc831063ca7a77

Aliases

arxiv: 2505.02309 · arxiv_version: 2505.02309v2 · doi: 10.48550/arxiv.2505.02309 · pith_short_12: QOL5LLM6ZKEG · pith_short_16: QOL5LLM6ZKEGP3JK · pith_short_8: QOL5LLM6

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/QOL5LLM6ZKEGP3JKF3OYEL7ML5 \
  | 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: 8397d5ad9eca8867ed2a2edd822fec5f5277fa5acaa79cc383fc831063ca7a77

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "097fe4befb3599086780efd6f51532f73fb12ea424e2958b300247889ef74fe0",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-05T01:27:47Z",
    "title_canon_sha256": "832662ad8ae2e1d24370b94243c101579675f8c56b8bd9a4ac3be9342c36b650"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.02309",
    "kind": "arxiv",
    "version": 2
  }
}