Pith Number

pith:LNNED3KW

pith:2025:LNNED3KWEHEWUIEOMVE7IK33O2

not attested not anchored not stored refs pending

Markov-Enhanced Clustering for Long Document Summarization: Tackling the 'Lost in the Middle' Challenge with Large Language Models

Aziz Amari (1), Mohamed Achref Ben Ammar (1) ((1) National Institute of Applied Science, Technology (INSAT), Tunis, Tunisia), University of Carthage

arxiv:2506.18036 v1 · 2025-06-22 · cs.CL

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\usepackage{pith}
\pithnumber{LNNED3KWEHEWUIEOMVE7IK33O2}

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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

Adversarial Stress Testing of Role-Playing Language Agents using Multi-Agent Evaluation

Receipt and verification

First computed	2026-07-05T11:25:27.499114Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5b5a41ed5621c96a208e6549f42b7b7684c1ee30f30ea1c182e8c1d61487814e

Aliases

arxiv: 2506.18036 · arxiv_version: 2506.18036v1 · doi: 10.48550/arxiv.2506.18036 · pith_short_12: LNNED3KWEHEW · pith_short_16: LNNED3KWEHEWUIEO · pith_short_8: LNNED3KW

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/LNNED3KWEHEWUIEOMVE7IK33O2 \
  | 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: 5b5a41ed5621c96a208e6549f42b7b7684c1ee30f30ea1c182e8c1d61487814e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0c81aca43f6474fede852c7ba4e18cb661bf12e651e2babe93b4dcaf7cdfef4c",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-06-22T13:34:58Z",
    "title_canon_sha256": "cfc1faba359906392a7c3859f30b0515f7b905d3c5a513d39d52275790ebbe8e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.18036",
    "kind": "arxiv",
    "version": 1
  }
}