Iftekhar Naim

Vector embeddings have fundamental theoretical limitations in retrieval tasks that manifest even with simple queries and realistic datasets, regardless of model scale or training data quality.

“Author of the research paper on theoretical limitations of embedding-based retrieval”

Vector embeddings have fundamental theoretical limitations in retrieval tasks that cannot be overcome by scaling alone, requiring hybrid approaches beyond single-vector paradigms.

“Co-author of the research paper on embedding-based retrieval limitations”