ATNLP: Week 5

Note that next week there are no classes, it is Flexible Learning Week.

Note that the assignment is now officially released, check its page.

Labs are also happening this week (Lab 2, see page).

SlidesLectureReading material
Here13 - Reasoning

Wang et al. (2022), Self-Consistency Improves Chain of Thought Reasoning in Language Models (section 2)

Yao et al. (2023), Tree of Thoughts: Deliberate Problem Solving with Large Language Models (section 3)

Madaan et al. (2023), SELF-REFINE: Iterative Refinement with Self-Feedback (section 2)

Here14 - Retrieval Augmented GenerationJurafsky and Martin Speech and Language Processing August 2025 (Chapter 11) 
Here15 - Multilingual LLMsPenedo et al (2025) FineWeb2: One Pipeline to Scale Them All--Adapting Pre-Training Data Processing to Every Language (Section 3,4,5)
License
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