Chunking German Legal Code

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Bibliographic Details
Main Authors:	Prior, Max, Milanova, Natalia, Schultz, Andreas
Format:	Preprint
Published:	2026
Subjects:	Computation and Language Artificial Intelligence
Online Access:	Acceder al recurso
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No Argument Left Behind: Overlapping Chunks for Faster Processing of Arbitrarily Long Legal Texts
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Adaptive Chunking: Optimizing Chunking-Method Selection for RAG
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BenGER: Benchmarking LLM Systems on Subsumption-Based Legal Reasoning in German Law
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NESTLE: a No-Code Tool for Statistical Analysis of Legal Corpus
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ChunkNorris: A High-Performance and Low-Energy Approach to PDF Parsing and Chunking
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A Systematic Investigation of Document Chunking Strategies and Embedding Sensitivity
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Enhancing Retrieval Augmented Generation with Hierarchical Text Segmentation Chunking
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A New HOPE: Domain-agnostic Automatic Evaluation of Text Chunking
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ChunkLLM: A Lightweight Pluggable Framework for Accelerating LLMs Inference
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Adaptive Token Boundaries: Integrating Human Chunking Mechanisms into Multimodal LLMs
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Benchmarking Commercial ASR Systems on Code-Switching Speech: Arabic, Persian, and German
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Chunk, Align, Select: A Simple Long-sequence Processing Method for Transformers
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MultiDocFusion: Hierarchical and Multimodal Chunking Pipeline for Enhanced RAG on Long Industrial Documents
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H-Net++: Hierarchical Dynamic Chunking for Tokenizer-Free Language Modelling in Morphologically-Rich Languages
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Chunks as Arms: Multi-Armed Bandit-Guided Sampling for Long-Context LLM Preference Optimization
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QCG-Rerank: Chunks Graph Rerank with Query Expansion in Retrieval-Augmented LLMs for Tourism Domain
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SmartChunk Retrieval: Query-Aware Chunk Compression with Planning for Efficient Document RAG
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Grounding Language Model with Chunking-Free In-Context Retrieval
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Evaluating Legal Reasoning Traces with Legal Issue Tree Rubrics
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Mix-of-Granularity: Optimize the Chunking Granularity for Retrieval-Augmented Generation
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The Chronicles of RAG: The Retriever, the Chunk and the Generator
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LLMs in Interpreting Legal Documents
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Reconstructing Context: Evaluating Advanced Chunking Strategies for Retrieval-Augmented Generation
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LegalMidm: Use-Case-Driven Legal Domain Specialization for Korean Large Language Model
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LegalChainReasoner: A Legal Chain-guided Framework for Criminal Judicial Opinion Generation
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Legal Fact Prediction: The Missing Piece in Legal Judgment Prediction
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From Legal Text to Executable Decision Models: Evaluating Structured Representations for Legal Decision Model Generation
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Large Legal Fictions: Profiling Legal Hallucinations in Large Language Models
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Automatic Legal Writing Evaluation of LLMs
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Evaluation Ethics of LLMs in Legal Domain
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Natural Language Processing in the Legal Domain
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// Anecdotal testing Today and Yesterday seems to indicate destroy() // is called by the garbage collector and everything is good. // Something to keep in mind though. return 0; } /** * Write function that is called when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ public function write($sessId, $data): bool { if ($this->writesDisabled) { return true; } return $this->saveSession($sessId, $data); } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ abstract protected function saveSession($sessId, $data): bool; }

* * @return void */ public function writeClose() { // The assumption is that we're using PHP's ext/session. // session_write_close() will actually overwrite $_SESSION with an // empty array on completion -- which leads to a mismatch between what // is in the storage object and $_SESSION. To get around this, we // temporarily reset $_SESSION to an array, and then re-link it to // the storage object. // // Additionally, while you _can_ write to $_SESSION following a // session_write_close() operation, no changes made to it will be // flushed to the session handler. As such, we now mark the storage // object isImmutable. $storage = $this->getStorage(); if (! $storage->isImmutable()) { $_SESSION = $storage->toArray(true); session_write_close(); $storage->fromArray($_SESSION); $storage->markImmutable(); } } /** * Attempt to set the session name * * If the session has already been started, or if the name provided fails * validation, an exception will be raised. * * @param string $name * @return SessionManager * @throws Exception\InvalidArgumentException */ public function setName($name) { if ($this->sessionExists()) { throw new Exception\InvalidArgumentException( 'Cannot set session name after a session has already started'

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