Domain adaptation gains for ColBERTv2 appear 3.6 times larger on a benchmark with overlapping topics, but the benchmark also differs in corpus size, question-per-context ratio, and baseline headroom, so the causal attribution to topic diversity is unsupported.
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Evaluating the Robustness of Dense Retrievers in Interdisciplinary Domains
Domain adaptation gains for ColBERTv2 appear 3.6 times larger on a benchmark with overlapping topics, but the benchmark also differs in corpus size, question-per-context ratio, and baseline headroom, so the causal attribution to topic diversity is unsupported.