Abstract: The disclosure relates to a multi-agent framework that includes a plurality of language model (LM) agents that each perform a respective Natural Language Processing (NLP) task to analyze content having natural language text. An LM agent may execute a language model to perform its respective NLP task. For example, to identify target information within content, a first LM agent in the multi-agent framework may generate a summary of the content along with the target information, a second LM agent may extract, independently from the first LM agent, the target information and output reasoning that explains why the target information was extracted, and a third LM agent may verify that the target information was correctly identified based on the output of the first and second LM agents.