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Website for the Datasets, Interpretability, Language and Learning Lab at USC Viterbi CS.
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DILL Lab Toggle navigation about (current) publications people opportunities social ctrl k DILL Lab University of Southern California • Viterbi CS • USC NLP The D ata , I nterpretability , L anguage and L earning , ( DILL ) lab, led by Swabha Swayamdipta , explores questions at the intersection of language models, NLP and machine learning. Check out our latest publications and open positions . Here are some questions we have worked on recently: What do we understand about the geometries of language models? Has language model generation reached a performance saturation or do language models still make systematic errors owing to their design? We studied the softmax bottleneck as one concrete limitation and how that affects language generation and justifies truncation sampling. Can we build better language generators? The softmax bottleneck also leads logits leaking information in closed LLM APIs . What are the limits of the gener...
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