30% 35% 0 50 100 150 200 250 300 350 400 N LP Applications M achine Learning for NLP Inform ation Extraction D ialogue and Interactive… Large Language M odels R esources and Evaluation Q uestion Answering Interpretability and Analysis of… M achine Translation G eneration Language G rounding to… Sum m arization C om putational Social Science… Sentim ent Analysis, Stylistic… Them e: R eality Check Inform ation R etrieval and Text… M ultilingualism and C ross-… Sem antics: Sentence-level… Speech and M ultim odality Syntax: Tagging, C hunking,… Ethics and N LP Sem antics: Lexical D iscourse and Pragm atics Linguistic Theories, C og.… Phonology, M orphology, and… Linguistic D iversity Acceptance Rate (Main) # of Submissions findings main acceptance rate (main) ΧςΰϦผʹΈΔͱɺLLM5൪ʹଟ͍ߘ 4 Anna Rogers et al., Program Chairs’ Report on Peer Review at ACL 2023. https://aclanthology.org/2023.acl-long.report.pdf
any scenario where the Chiefs don't win that game if Charles doesn't go down. What's that? Need to chew clock with the run game? How convenient that we have an All Pro running back! While I agree that Charles going down definitely affected the outcome of the game, it's not like their back-up crapped the bed either. Knile Davis did end up with 2 TDs, so while he's not going to be mistaken for Charles, he played a great Answer the category of the following news. On Friday, Apple will introduce a new iPhone ... input target game Technology ਓؒͷϓϩϯϓτʹରԠͰ͖ΔΑ͏ʹ ༷ʑͳλεΫΛղ͔ͤΔʢ≈ԋशʣ େྔͷจষதͷ࣍୯ޠΛ༧ଌʢ≈ಡॻʣ
5 tennis balls. He buys 2 more cans of tennis balls. Each can has 3 tennis balls. How many tennis balls does he have now? A: The answer is 11. Q: The cafeteria had 23 apples. If they used 20 to make lunch and bought 6 more, how many apples do they have? Q: Roger has 5 tennis balls. He buys 2 more cans of tennis balls. Each can has 3 tennis balls. How many tennis balls does he have now? A: Roger started with 5 balls. 2 cans of 3 tennis balls each is 6 tennis balls. 5 + 6 = 11. The answer is 11. Q: The cafeteria had 23 apples. If they used 20 to make lunch and bought 6 more, how many apples do they have? input output A: The answer is 27. A: The cafeteria had 23 apples originally. They used 20 to make lunch. So they had 23 - 20 = 3. They bought 6 more apples, so they have 3 + 6 = 9. The answer is 9. ਪաఔΛྫࣔ͢Δ͜ͱͰ ਪλεΫΛΑΓਖ਼֬ʹղ͚Δ ༩͑ΒΕͨྫࣔʹԊͬͯ λεΫΛղ͘͜ͱ͕Ͱ͖Δ
– https://acl2023-retrieval-lm.github.io/ • ಉ༷ʹɺܭࢉثԽֶԠ༧ଌثͳͲΛΈࠐΉ͜ͱͰɺLLMͷਪೳྗυϝΠϯࣝΛิ ֎෦πʔϧ/ࣝͷ׆༻ 9 Who is the prime minister of the UK? Rishi Sunak becomes the prime minister in 2022. retriever LLM Rishi Sunak retrieverͷग़ྗΛ ϓϩϯϓτʹ݁߹ ֎෦σʔλϕʔε
Models: Investigating Effectiveness of Parametric and Non-Parametric Memories Alex Mallen, Akari Asai, Victor Zhong, Rajarshi Das, Daniel Khashabi, Hannaneh Hajishirzi 10 https://aclanthology.org/2023.acl-long.546/
ಛఆͷࣝͷΈΛߋ৽͢ΔϞσϧͷฤू͕ண Ϟσϧͷฤू 18 Nicola De Cao, Wilker Aziz, Ivan Titov. Editing Factual Knowledge in Language Models. EMNLP 2021. Who is the prime minister of the UK? LLM Liz Truss Where does Rishi Sunak live? LLM 10 Downing St, London SW1A 2AA
Λϓϩϯϓτͱͯ͠Ճͨ࣌͠ʹൺΔͱɺߋ৽ਫ਼૬ʹ͍ Can LMs Learn New Entities from Descriptions? Challenges in Propagating Injected Knowledge Yasumasa Onoe, Michael Zhang, Shankar Padmanabhan, Greg Durrett, Eunsol Choi 19 https://aclanthology.org/2023.acl-long.300/
21 in-context learning (ICL) chain-of-thought (CoT) Q: Roger has 5 tennis balls. He buys 2 more cans of tennis balls. Each can has 3 tennis balls. How many tennis balls does he have now? A: The answer is 11. Q: The cafeteria had 23 apples. If they used 20 to make lunch and bought 6 more, how many apples do they have? A: The answer is 27. Q: Roger has 5 tennis balls. He buys 2 more cans of tennis balls. Each can has 3 tennis balls. How many tennis balls does he have now? A: Roger started with 5 balls. 2 cans of 3 tennis balls each is 6 tennis balls. 5 + 6 = 11. The answer is 11. Q: The cafeteria had 23 apples. If they used 20 to make lunch and bought 6 more, how many apples do they have? A: The cafeteria had 23 apples originally. They used 20 to make lunch. So they had 23 - 20 = 3. They bought 6 more apples, so they have 3 + 6 = 9. The answer is 9. ࣄલֶश I can't think of any scenario where the Chiefs don't win that game if Charles doesn't go down. What's that? Need to chew clock with the run game? How convenient that we have an All Pro running back! While I agree that Charles going down definitely affected the outcome of the game, it's not like their back-up crapped the bed either. Knile Davis did end up with 2 TDs, so while he's not going to be mistaken for Charles, he played a great game