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March 4, 2025 | 8 minute read

Algoverse NAACL 2025 Acceptances

We are excited to announce the acceptances of 16 Algoverse Research Papers at NAACL 2025!

The Nations of the Americas Chapter of the Association for Computational Linguistics (NAACL) is the third most prestigious conferences in natural language processing. Publications at NAACL showcase significant advancements in computational linguistics and NLP methods, often involving collaborations between top universities and industry research labs. For more information, visit the NAACL official website.

1. Pause-Tuning for Long-Context Comprehension: A Lightweight Approach to LLM Attention Recalibration

Accepted to NAACL SRW 2025

Authors: James Begin, Namit Agrawal, Eshan Singh, Yicheng Fu

2. CLEAR: Contrasting Textual Feedback with Experts and Amateurs for Reasoning

Accepted to NAACL SRW 2025

Authors: Andrew Rufail, Daniel Kim

3. Automating Mathematical Proof Generation Using Large Language Model Agents and Knowledge Graphs

Accepted to NAACL SRW 2025

Authors: Vincent Li, Tim K., Yule Fu

4. Introducing MAPO: Momentum-Aided Gradient Descent Prompt Optimization

Accepted to NAACL SRW 2025

Authors: Anthony Cui, Pranav Nandyalam, Ethan Cheung, Aiden Lei

5. ChunkRAG: Novel LLM-Chunk Filtering Method for RAG Systems

Accepted to NAACL SRW 2025

Authors: Ishneet Singh, Ritvik Aggarwal, Ibrahim Allahverdiyev, Muhammad Taha

6. Truth Decay: Quantifying Multi-Turn Sycophancy in Language Models

Accepted to NAACL SRW 2025

Authors: Joshua Liu, Aarav Jain, Srihan Vege, Soham T

7. Probing Audio-Generation Capabilities of Text-Based Language Models

Accepted to NAACL SRW 2025

Authors: Arjun Prasaath A, Ujjwal Kaur, Parteek Kumar, Souritra K.

8. Exploring Taxonomic Emotion Detection via Saliency Mapping and Large Language Model Context Generation

Accepted to NAACL SRW 2025

Authors: Tawfik Ali, Ala Omidfar, Raaneya, Sai Phalguna

9. UniToMBench: Integrating Perspective-Taking to Improve Theory of Mind in LLMs

Accepted to NAACL SRW 2025

Authors: Prameshwar Thiyagarajan, Vaishnavi Parimi, Soumil Garg, Zhangir, Shamant, Nitin Yarlagadda

10. Rosetta-PL: Propositional Logic as a Benchmark for Large Language Model Reasoning

Accepted to NAACL SRW 2025

Authors: Shaun Baek, Shaun Esua-Mensah, Cyrus Tsui, Sejan Vigneswaralingam

11. DIG-DIS: Transformer-Based Models vs State Space Models on Complex Theory of Mind Reasoning Tasks

Accepted to NAACL SRW 2025

Authors: Aayushya Patel, Maximilian Prince, Sahasra Kalakonda, Adithri Manda, Hannah You

12. Error Reflection Prompting: Can Large Language Models Successfully Understand Errors

Accepted to NAACL Insights Workshop 2025

Authors: Jason Li, Lauren Yraola

13. Self Knowledge-Tracing for Tool Use (SKT-Tool): Helping LLM Agents Understand Their Capabilities in Tool Use

Accepted to NAACL Insights Workshop 2025

Authors: Joshua Vigel, Renpei Cai, Eleanor Chen, Anish Neema

14. MALIBU Benchmark: Multi-Agent LLM Implicit Bias Uncovered

Accepted to NAACL SRW 2025 & ICLR 2025

Authors: Imran Mirza, Cole Huang, Ishwara Vasista, Rohan Patil

15. EnDive: A Cross-Dialect Benchmark for Fairness and Performance in Large Language Models

Accepted to NAACL SRW 2025 & ICLR 2025

Authors: Abhay Gupta, Jacob Cheung, Philip Meng, Shayan Sayyed

16. Advancing Uto-Aztecan Language Technologies: A Case Study on Comanche

Accepted to AmericasNLP @ NAACL 2025

Authors:

To read the papers and view more of our acceptances, please visit our research page.

We are incredibly proud of our students' achievements and look forward to seeing their continued impact on the field.