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Retrieval-augmented generation (RAG) enhances large language models (LLMs) with external knowledge but incurs significant inference costs due to lengthy retrieved contexts. While context compression mitigates this issue, existing methods…

计算与语言 · 计算机科学 2025-09-25 Shuyu Guo , Shuo Zhang , Zhaochun Ren

Rule-based reasoning is an essential part of human intelligence prominently formalized in artificial intelligence research via logic programs. Describing complex objects as the composition of elementary ones is a common strategy in computer…

人工智能 · 计算机科学 2023-12-15 Christian Antic

When used in high-stakes settings, AI systems are expected to produce decisions that are transparent, interpretable and auditable, a requirement increasingly expected by regulations. Decision trees such as CART provide clear and verifiable…

机器学习 · 计算机科学 2026-04-07 Vincent Grari , Tim Arni , Thibault Laugel , Sylvain Lamprier , James Zou , Marcin Detyniecki

Large language models are increasingly used within larger systems ("LLM agents"). These make a sequence of LLM calls, each call providing the LLM with a combination of instructions, observations, and interaction history. The design of the…

人工智能 · 计算机科学 2026-05-05 Noga Peleg Pelc , Gal A. Kaminka , Yoav Goldberg

Recently, in order to mix algebraic and logic styles of specification in a uniform framework, the notion of a logic labelled transition system (Logic LTS or LLTS for short) has been introduced and explored. A variety of constructors over…

计算机科学中的逻辑 · 计算机科学 2019-02-20 Yan Zhang , Zhaohui Zhu , Jinjin Zhang

Rewriting is a common approach to logic optimization based on local transformations. Most commercially available logic synthesis tools include a rewriting engine that may be used multiple times on the same netlist during optimization. This…

计算机科学中的逻辑 · 计算机科学 2011-08-19 Nan Li , Elena Dubrova

Term graph rewriting provides a simple mechanism to finitely represent restricted forms of infinitary term rewriting. The correspondence between infinitary term rewriting and term graph rewriting has been studied to some extent. However,…

计算机科学中的逻辑 · 计算机科学 2015-07-01 Patrick Bahr

Recursive definitions of predicates are usually interpreted either inductively or coinductively. Recently, a more powerful approach has been proposed, called flexible coinduction, to express a variety of intermediate interpretations,…

编程语言 · 计算机科学 2020-09-23 Francesco Dagnino , Davide Ancona , Elena Zucca

Large language model agents that use external tools are often implemented through reactive execution, in which reasoning is repeatedly recomputed after each observation, increasing latency and sensitivity to error propagation. This work…

人工智能 · 计算机科学 2026-04-07 Paulo Akira F. Enabe

A main research goal in various studies is to use an observational data set and provide a new set of counterfactual guidelines that can yield causal improvements. Dynamic Treatment Regimes (DTRs) are widely studied to formalize this…

机器学习 · 计算机科学 2023-06-06 Soroush Saghafian

Language agents have demonstrated autonomous decision-making abilities by reasoning with foundation models. Recently, efforts have been made to train language agents for performance improvement, with multi-step reasoning and action…

人工智能 · 计算机科学 2024-04-02 Zonghan Yang , Peng Li , Ming Yan , Ji Zhang , Fei Huang , Yang Liu

Confluence of a nondeterministic program ensures a functional input-output relation, freeing the programmer from considering the actual scheduling strategy, and allowing optimized and perhaps parallel implementations. The more general…

编程语言 · 计算机科学 2018-09-14 Henning Christiansen , Maja Kirkeby

We observe that the various formulations of the operational semantics of Constraint Handling Rules proposed over the years fall into a spectrum ranging from the analytical to the pragmatic. While existing analytical formulations facilitate…

计算机科学中的逻辑 · 计算机科学 2010-07-23 Hariolf Betz , Frank Raiser , Thom Frühwirth

The rewriting method for text summarization combines extractive and abstractive approaches, improving the conciseness and readability of extractive summaries using an abstractive model. Exiting rewriting systems take each extractive…

计算与语言 · 计算机科学 2022-07-14 Guangsheng Bao , Yue Zhang

This note presents a method of interpreting the tree adjoining languages as the natural third step in a hierarchy that starts with the regular and the context-free languages. The central notion in this account is that of a higher-order…

cmp-lg · 计算机科学 2008-02-03 Uwe Moennich

DATR is a declarative representation language for lexical information and as such, in principle, neutral with respect to particular processing strategies. Previous DATR compiler/interpreter systems support only one access strategy that…

cmp-lg · 计算机科学 2008-02-03 Hagen Langer

Recently, it has been shown that every recursively enumerable language can be generated by a scattered context grammar with no more than three nonterminals. However, in that construction, the maximal number of nonterminals simultaneously…

形式语言与自动机理论 · 计算机科学 2009-07-30 Tomáš Masopust , Alexander Meduna

In recent years, with the development of deep learning, text generation technology has undergone great changes and provided many kinds of services for human beings, such as restaurant reservation and daily communication. The automatically…

计算与语言 · 计算机科学 2020-12-25 Bin Guo , Hao Wang , Yasan Ding , Wei Wu , Shaoyang Hao , Yueqi Sun , Zhiwen Yu

Code translation is a crucial process in software development and migration projects, enabling interoperability between different programming languages and enhancing software adaptability and thus longevity. Traditional automated…

人工智能 · 计算机科学 2025-07-23 Shreya Saxena , Siva Prasad , Zishan Ahmad , Vishal Vaddina

Text Simplification improves the readability of sentences through several rewriting transformations, such as lexical paraphrasing, deletion, and splitting. Current simplification systems are predominantly sequence-to-sequence models that…

计算与语言 · 计算机科学 2021-04-16 Mounica Maddela , Fernando Alva-Manchego , Wei Xu