Pith Number

pith:CPLNLQWU

pith:2024:CPLNLQWUUIPR7AWHJCQQLF5SWP

not attested not anchored not stored refs pending

Attention Entropy is a Key Factor: An Analysis of Parallel Context Encoding with Full-attention-based Pre-trained Language Models

Chenlong Deng, Dong Yu, Hongming Zhang, Shuaiyi Li, Tianqing Fang, Xinting Huang, Yan Wang, Zhisong Zhang

arxiv:2412.16545 v2 · 2024-12-21 · cs.CL

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\usepackage{pith}
\pithnumber{CPLNLQWUUIPR7AWHJCQQLF5SWP}

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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

2 papers in Pith

CacheClip: Accelerating RAG with Effective KV Cache Reuse

R\'enyi Attention Entropy for Patch Pruning

Receipt and verification

First computed	2026-07-05T11:26:45.911146Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

13d6d5c2d4a21f1f82c748a10597b2b3fd4628fa6c262052525bfb5f48053536

Aliases

arxiv: 2412.16545 · arxiv_version: 2412.16545v2 · doi: 10.48550/arxiv.2412.16545 · pith_short_12: CPLNLQWUUIPR · pith_short_16: CPLNLQWUUIPR7AWH · pith_short_8: CPLNLQWU

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/CPLNLQWUUIPR7AWHJCQQLF5SWP \
  | 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: 13d6d5c2d4a21f1f82c748a10597b2b3fd4628fa6c262052525bfb5f48053536

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ec622e0140abad9751373a7d3682dbafc1ae71052127f9a393838155a7a9f64f",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-21T09:04:51Z",
    "title_canon_sha256": "f1abf3a457f158da6eb5ba4e91a4906e8e3c15e0cdfcffadd9bd9e925b3ceb51"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.16545",
    "kind": "arxiv",
    "version": 2
  }
}