EMNLP 2011: Conference on Empirical Methods in Natural Language Processing — July 27–31, 2011 — Edinburgh, Scotland, UK. We received 628 submissions (not counting papers that were withdrawn or rejected without review). We were able to accept 95 papers as talks and an additional 54 submissions as posters. All papers are available in PDF format on the ACL Antology. Talks A Weakly-supervised Approach