Cover Image

Testing the Assumptions of Active Learning for Translation Tasks with Few Samples

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Flores, Lorenzo Jaime Yu, di-Piano, Cesare Spinoso, Ernst, Ori, Adelani, David Ifeoluwa, Cheung, Jackie Chi Kit
Format:	Preprint
Published:	2026
Subjects:	Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Confident in a Confidence Score: Investigating the Sensitivity of Confidence Scores to Supervised Fine-Tuning
by: Flores, Lorenzo Jaime Yu, et al.
Published: (2026)

Does This Summary Answer My Question? Modeling Query-Focused Summary Readers with Rational Speech Acts
by: Piano, Cesare Spinoso-Di, et al.
Published: (2024)

Improving the Calibration of Confidence Scores in Text Generation Using the Output Distribution's Characteristics
by: Flores, Lorenzo Jaime Yu, et al.
Published: (2025)

$(RSA)^2$: A Rhetorical-Strategy-Aware Rational Speech Act Framework for Figurative Language Understanding
by: Piano, Cesare Spinoso-Di, et al.
Published: (2025)

PreSumm: Predicting Summarization Performance Without Summarizing
by: Koniaev, Steven, et al.
Published: (2025)

Identifying and Analyzing Performance-Critical Tokens in Large Language Models
by: Bai, Yu, et al.
Published: (2024)

Solving the Challenge Set without Solving the Task: On Winograd Schemas as a Test of Pronominal Coreference Resolution
by: Porada, Ian, et al.
Published: (2024)

Natural language processing for African languages
by: Adelani, David Ifeoluwa
Published: (2025)

An Empirical Study of Many-Shot In-Context Learning for Machine Translation of Low-Resource Languages
by: Lu, Yinhan, et al.
Published: (2026)

$\texttt{COSMIC}$: Mutual Information for Task-Agnostic Summarization Evaluation
by: Darrin, Maxime, et al.
Published: (2024)

ANGOFA: Leveraging OFA Embedding Initialization and Synthetic Data for Angolan Language Model
by: Quinjica, Osvaldo Luamba, et al.
Published: (2024)

DIVERS-Bench: Evaluating Language Identification Across Domain Shifts and Code-Switching
by: Ojo, Jessica, et al.
Published: (2025)

AfriMTEB and AfriE5: Benchmarking and Adapting Text Embedding Models for African Languages
by: Uemura, Kosei, et al.
Published: (2025)

A Controlled Reevaluation of Coreference Resolution Models
by: Porada, Ian, et al.
Published: (2024)

Mechanistic Understanding and Mitigation of Language Model Non-Factual Hallucinations
by: Yu, Lei, et al.
Published: (2024)

MINERS: Multilingual Language Models as Semantic Retrievers
by: Winata, Genta Indra, et al.
Published: (2024)

Lugha-Llama: Adapting Large Language Models for African Languages
by: Buzaaba, Happy, et al.
Published: (2025)

Warmup Generations: A Task-Agnostic Approach for Guiding Sequence-to-Sequence Learning with Unsupervised Initial State Generation
by: Li, Senyu, et al.
Published: (2025)

Neither Valid nor Reliable? Investigating the Use of LLMs as Judges
by: Chehbouni, Khaoula, et al.
Published: (2025)

Improving Language Plasticity via Pretraining with Active Forgetting
by: Chen, Yihong, et al.
Published: (2023)

Fleurs-SLU: A Massively Multilingual Benchmark for Spoken Language Understanding
by: Schmidt, Fabian David, et al.
Published: (2025)

Multilinguality as Sense Adaptation
by: Cruz, Jan Christian Blaise, et al.
Published: (2026)

Does Generative AI speak Nigerian-Pidgin?: Issues about Representativeness and Bias for Multilingualism in LLMs
by: Adelani, David Ifeoluwa, et al.
Published: (2024)

Stochastic Chameleons: Irrelevant Context Hallucinations Reveal Class-Based (Mis)Generalization in LLMs
by: Cheng, Ziling, et al.
Published: (2025)

Machine Translation Hallucination Detection for Low and High Resource Languages using Large Language Models
by: Benkirane, Kenza, et al.
Published: (2024)

Charting the Landscape of African NLP: Mapping Progress and Shaping the Road Ahead
by: Alabi, Jesujoba O., et al.
Published: (2025)

ÌròyìnSpeech: A multi-purpose Yorùbá Speech Corpus
by: Ogunremi, Tolulope, et al.
Published: (2023)

AfriHG: News headline generation for African Languages
by: Ogunremi, Toyib, et al.
Published: (2024)

Comparing LLM prompting with Cross-lingual transfer performance on Indigenous and Low-resource Brazilian Languages
by: Adelani, David Ifeoluwa, et al.
Published: (2024)

Challenges to Evaluating the Generalization of Coreference Resolution Models: A Measurement Modeling Perspective
by: Porada, Ian, et al.
Published: (2023)

Can LLMs Reason Abstractly Over Math Word Problems Without CoT? Disentangling Abstract Formulation From Arithmetic Computation
by: Cheng, Ziling, et al.
Published: (2025)

mSTEB: Massively Multilingual Evaluation of LLMs on Speech and Text Tasks
by: Beyene, Luel Hagos, et al.
Published: (2025)

Translation as a Scalable Proxy for Multilingual Evaluation
by: Issaka, Sheriff, et al.
Published: (2026)

Can Vision Language Models Be Adaptive in Mathematics Education? A Learner Model-based Rubric Study
by: Gao, Jie, et al.
Published: (2026)

Word Closure-Based Metamorphic Testing for Machine Translation
by: Xie, Xiaoyuan, et al.
Published: (2023)

Improving Multilingual Math Reasoning for African Languages
by: Ogundepo, Odunayo, et al.
Published: (2025)

Error Diversity Matters: An Error-Resistant Ensemble Method for Unsupervised Dependency Parsing
by: Shayegh, Behzad, et al.
Published: (2024)

Análisis micro de los determinantes de la fecundidad adolescente en Brasil y Colombia
by: Mariachiara di Cesare
Published: (2006)

AfriqueLLM: How Data Mixing and Model Architecture Impact Continued Pre-training for African Languages
by: Yu, Hao, et al.
Published: (2026)

TukaBench: A Culturally Grounded Jailbreak Benchmark for African Languages
by: Akinode, Victor, et al.
Published: (2026)