Update 2024-01-01-comp545-ling782-484-W24.md

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 | 14 | Feb 20 | Efficient training and inference methods |  | [Building Machine Translation Systems for the Next Thousand Languages](https://arxiv.org/abs/2205.03983)  [Quality at a glance: An audit of web-crawled multilingual datasets](https://arxiv.org/abs/2103.12028) |
 | 15 | Feb 22 | Question Answering, Retrieval-augmented Language Models and Information Retrieval |  |  |
 | 16 | Feb 27 | Guest Speaker: [Julia Kruetzer](https://juliakreutzer.github.io/) | Feb 26: Assignment 3 due; Assignment 4 release |  |
-| 17 | Feb 29 | Language Model Debiasing |  |  |
-| 18 | Mar 5 | Reading week | Mar 4: Project proposal deadline |  |
+| 17 | Feb 29 | Vision and Language (McGill NLP: Benno Krojer) |  |  |
+| 18 | Mar 5 | Reading week |  |  |
 | 19 | Mar 7 | Reading week |  |  |
-| 20 | Mar 12 | Guest Speaker:  [Dzmitry Bahdanau](https://rizar.github.io/)  (Human-Machine Interaction through language) |  |  |
-| 21 | Mar 14 | Guest Speaker:  [Dzmitry Bahdanau](https://rizar.github.io/)  (Human-Machine Interaction through language) |  |  |
-| 22 | Mar 19 | Language Models and Bias | Mar 18: Assignment 4 due |  |
+| 20 | Mar 12 | Vision and Language (McGill NLP: Benno Krojer) | Mar 11: Project proposal deadline |  |
+| 21 | Mar 14 | Alignment, RLHF, DPO (McGill NLP: Amirhossein Kazemnejad) |  |  |
+| 22 | Mar 19 | Intepretability (McGill NLP: Marius Mosbach)  | Mar 18: Assignment 4 due |  |
 | 23 | Mar 21 | Guest Speaker: [Hinrich Schuetze](https://cisnlp.github.io/) |  |  |
-| 24 | Mar 26 | Language grounding |  |  |
-| 25 | Mar 28 | In-class project office hours | Mar 28: Project presentation video recoding and slides upload due |  |
+| 24 | Mar 26 | Guest Speaker:  [Dzmitry Bahdanau](https://rizar.github.io/)  (Human-Machine Interaction through language) |  |  |
+| 25 | Mar 28 | Guest Speaker:  [Dzmitry Bahdanau](https://rizar.github.io/)  (Human-Machine Interaction through language) |  |
 | 26 | Apr 2 | Project presentations |  |  |
 | 27 | Apr 4 | Project presentations |  |  |
-| 28 | Apr 9 |  | Apr 5: Final project report submission |  |
+| 28 | Apr 9 | Project presentations | Apr 5: Final project report submission |  |
 
 # FAQs