MExGen Quick Start: MExGen is used to attribute an importance score to each sentence in the input document that is summarized by an LLM.
CELL Quick Start - CELL is used to generate a modified input prompt for an LLM that will result in a response that is contrasted to the original response.
Token Highlighter Jailbreak Inspector Quick Start - Token Highlighter is used to compute the importance of sentences in the input prompt to an LLM contributing to affirmative responses, with demonstrations to inspect jailbreak prompts.
MExGen
MExGen for Question Answering - MExGen is used to explain an LLM's response to a question in terms of a document provided as context to the LLM. The explanation consists of sentence-level and mixed word- and sentence-level attributions.
MExGen for Retrieval Augmented Generation - MExGen is used to explain an LLM's response to a question in retrieval-augmented generation (RAG). The explanation shows which retrieved documents and which parts thereof are most important to the LLM.
MExGen for Summarization - MExGen is used to explain an LLM's summarization of a document using both sentence-level and mixed word-, sentence-level attributions.
CELL
CELL for Natural Language Generation - CELL and mCELL (a myopic version of CELL that is more expensive) are used to generate a modified input prompt for LLMs that will result in a response that is contrasted to the original response. This is demonstrated with a small and a larger LLM.
Token Highlighter
Token Highlighter Jailbreak Inspector - Token Highlighter is used to identify important segments in the input prompt (tokens/words/sentences) contributing to affirmative responses, with demonstrations to inspect jailbreak prompts