António José Evaristo Farinhas

António Farinhas

Former IT academic position:	External Author
Joining/Leaving IT dates:	01-02-2021 / 31-12-2025
Roles held in IT:	PhD Student
Former IT thematic line:	Information and Data Sciences
Group:	Pattern and Image Analysis – Lx

Scientific Achievements

Publications

1Papers in Journals

M. Campos, A. F. Farinhas, C Zerva, M. A. T. Figueiredo, A. Martins, Conformal Prediction for Natural Language Processing: A Survey, Transactions of the Association for Computational Linguistics, Vol. 12, No., pp. 1497 - 1516, July, 2024,
| Abstract | BibTex

12Papers in Conferences

A. F. Farinhas, S. A. Agrawal, N. Guerreiro, A. Martins, Translate Smart, not Hard: Cascaded Translation Systems with Quality-Aware Deferral, Empirical Methods in Language Processing - EMNLP, Suzhou, China, Vol., pp. -, November, 2025 | BibTex
S. Santos, A. F. Farinhas, D. McNamee, A. Martins, ∞-Video: A Training-Free Approach to Long Video Understanding via Continuous-Time Memory Consolidation, 37th International Conference on Machine Learning ICML, Vancouver, Canada, July, 2025,
| Abstract | BibTex
S. Santos, A. F. Farinhas, D. McNamee, A. Martins, Modern Hopfield Networks with Continuous-Time Memories, International Conference on Learning Representations ICLR, Singapore, Singapore, April, 2025,
| Abstract | BibTex
A. F. Farinhas, H. Li, A. Martins, Reranking Laws for Language Generation: A Communication-Theoretic Perspective, Conference on Neural Information Processing Systems NeurIPS, Vancouver, Canada, Vol., pp. -, December, 2024 | BibTex
G. Faria, S. A. Agrawal, A. F. Farinhas, R. Rei, J. G. de Souza, A. Martins, QUEST: Quality-Aware Metropolis-Hastings Sampling for Machine Translatio, Advances in Neural Information Processing Systems - NIPS, Vancouver, Canada, December, 2024 | Full text (PDF 3 MBs) | BibTex
S. A. Agrawal, A. F. Farinhas, R. Rei, A. Martins, Can Automatic Metrics Assess High-Quality Translations?, Empirical Methods in Language Processing - EMNLP, Miami, United States, November, 2024,
| Abstract | BibTex
J. Pombal, R. Rei, N. Guerreiro, J. Alves, P. H. Martins, P. Fernandes, HW Wu, T. Vaz, D. A. Alves, M. Farajian, S. A. Agrawal, A. F. Farinhas, J. G. de Souza, A. Martins, TOWER-V2: Unbabel-IST 2024 Submission for the General MT Shared Task, Empirical Methods in Language Processing - EMNLP, Miami, United States, November, 2024,
| Abstract | BibTex
S. A. Agrawal, J. G. de Souza, R. Rei, A. F. Farinhas, G. Faria, P. Fernandes, N. Guerreiro, A. Martins, Modeling User Preferences with Automatic Metrics: Creating a High-Quality Preference Dataset for Machine Translation, Empirical Methods in Language Processing - EMNLP, Miami, United States, November, 2024 | BibTex
A. F. Farinhas, D. Ulmer, C Zerva, A. Martins, Non-Exchangeable Conformal Risk Control, International Conference on Learning Representations ICLR, Vienna, Austria, Vol., pp. -, May, 2024,
| Abstract | BibTex
A. F. Farinhas, J. G. de Souza, A. Martins, An Empirical Study of Translation Hypothesis Ensembling with Large Language Models, Empirical Methods in Language Processing - EMNLP, Singapore, Singapore, Vol., pp. -, December, 2023 | BibTex
A. F. Farinhas, W. Aziz, V. Niculae, A. Martins, Sparse Communication via Mixed Distributions, International Conference on Learning Representations ICLR, Conference online, April, 2022,
| Abstract | BibTex
A. Martins, A. F. Farinhas, M. V. T. Treviso, V. Niculae, P. Aguiar, M. A. T. Figueiredo, Sparse and Continuous Attention Mechanisms, Conference on Neural Information Processing Systems NeurIPS, Vancouver, Canada, October, 2020 | BibTex

Projects

Closed Projects2

Acronym	Name	Funding Agency	Start date	Ending date
MAIA	Multilingual Virtual Agents for Customer Service	P2020	01-07-2020	01-07-2023
UTTER	Unified Transcription and Translation for Extended Reality	EU	01-10-2022	30-09-2025

IT Former Collaborator

António Farinhas

Scientific Achievements

Closed Projects2