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Papers
What Is the Optimal Ranking Score Between Precision and Recall? We Can Always Find It and It Is Rarely F1
CVPR 2026
When More Words Say Less: Decoupling Length and Specificity in Image Description Evaluation
ACL 2026
Who Guards the Guardians? The Challenges of Evaluating Identifiability of Learned Representations
UAI 2026
Adapting Sentence-level Automatic Metrics for Document-level Simplification Evaluation
NAACL 2025
A Dual-Perspective NLG Meta-Evaluation Framework with Automatic Benchmark and Better Interpretability
ACL 2025
Advocating Character Error Rate for Multilingual ASR Evaluation
NAACL 2025
Analyzing Generative Models by Manifold Entropic Metrics
AISTATS 2025
An Analysis of Datasets, Metrics and Models in Keyphrase Generation
ACL 2025
AnaScore: Understanding Semantic Parallelism in Proportional Analogies
NAACL 2025
Approximately Correct Label Distribution Learning
ICML 2025
Are You Doing Better Than Random Guessing? A Call for Using Negative Controls When Evaluating Causal Discovery Algorithms
UAI 2025
Are Your LLMs Capable of Stable Reasoning?
ACL 2025
Assessing LLM Reasoning Steps via Principal Knowledge Grounding
EMNLP 2025
ASTRID - An Automated and Scalable TRIaD for the Evaluation of RAG-based Clinical Question Answering Systems
ACL 2025
A Unified Agentic Framework for Evaluating Conditional Image Generation
ACL 2025
AURA-QG: Automated Unsupervised Replicable Assessment for Question Generation
IJCNLP 2025
BEMEAE: Moving Beyond Exact Span Match for Event Argument Extraction
NAACL 2025
Benchmarking LLMs' Judgments with No Gold Standard
ICLR 2025
Beyond N-Grams: Rethinking Evaluation Metrics and Strategies for Multilingual Abstractive Summarization
ACL 2025
Beyond statistical significance: Quantifying uncertainty and statistical variability in multilingual and multitask NLP evaluation
IJCNLP 2025
CA*: Addressing Evaluation Pitfalls in Computation-Aware Latency for Simultaneous Speech Translation
NAACL 2025
CAMIEval: Enhancing NLG Evaluation through Multidimensional Comparative Instruction-Following Analysis
NAACL 2025
CAP: Evaluation of Persuasive and Creative Image Generation
ICCV 2025
CLEME2.0: Towards Interpretable Evaluation by Disentangling Edits for Grammatical Error Correction
ACL 2025
CLEV: LLM-Based Evaluation Through Lightweight Efficient Voting for Free-Form Question-Answering
IJCNLP 2025