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Programming Language
arXiv (Cornell University)
Constructing Benchmarks and Interventions for Combating Hallucinations in LLMs
2024
Large language models (LLMs) are prone to hallucinations, which sparked a widespread effort to detect and prevent them. Recent work attempts to mitigate hallucinations by intervening in the model's generation, typically computing representative vectors of hal…
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Programming Language

Language for communicating instructions to a machine

A programming language is a system of notation for writing computer programs.

A programming language is usually described in terms of its syntax (form) and semantics (meaning). These are usually defined by a formal language.

A language usually has at least one implementation in the form of a compiler or interpreter, allowing programs written in the language to be executed.

Programming language theory is the subfield of computer science that studies the design, implementation, analysis, characterization, and classification of programming languages.

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arXiv (Cornell University)
Constructing Benchmarks and Interventions for Combating Hallucinations in LLMs
2024
Large language models (LLMs) are prone to hallucinations, which sparked a widespread effort to detect and prevent them. Recent work attempts to mitigate hallucinations by intervening in the model's generation, typically computing representative vectors of hallucinations vs. grounded generations, for steering the model's hidden states away from a hallucinatory state. However, common studies employ different setups and do not properly separate different possible causes of hallucinations, making interventions misguid…
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