1️⃣1️⃣ DocMMIR: A Framework for Document Multi-modal Information Retrieval (Li et al.)
🔗 aclanthology.org/2025.finding...
1️⃣2️⃣ Evaluating Cultural Knowledge and Reasoning in LLMs Through Persian Allusions (Nobakhtian et al.)
🔗 aclanthology.org/2025.finding... 7/7

9️⃣ Grouping Entities with Shared Properties using Multi-Facet Prompting and Property Embeddings (Gajbhiye et al.)
🔗 aclanthology.org/2025.emnlp-m...
📘 EMNLP 2025 (Findings)
🔟 Extracting Conceptual Spaces from LLMs Using Prototype Embeddings (Kumar et al.)
🔗 aclanthology.org/2025.finding... 6/

7️⃣ Annotating Training Data for Conditional Semantic Textual Similarity Measurement using Large Language Models (Zhang et al.)
🔗 aclanthology.org/2025.emnlp-m...
8️⃣ Less Is MuRE: Revisiting Shallow Knowledge Graph Embeddings (Charpenay et al.)
🔗 aclanthology.org/2025.emnlp-m... 5/

5️⃣ NormXLogit: The Head-on-Top Never Lies (Abbasi et al.)
🔗 aclanthology.org/2025.emnlp-m...
6️⃣ Social Good or Scientific Curiosity? Uncovering the Research Framing Behind NLP Artefacts (Chamoun et al.)
🔗 aclanthology.org/2025.emnlp-m... 4/

3️⃣ UniversalCEFR: Enabling Open Multilingual Research on Language Proficiency Assessment (Imperial et al.)
🔗 aclanthology.org/2025.emnlp-m...
4️⃣ Blind Men and the Elephant: Diverse Perspectives on Gender Stereotypes in Benchmark Datasets (Zakizadeh et al.)
🔗 aclanthology.org/2025.emnlp-m... 3/

1️⃣ MORABLES: A Benchmark for Assessing Abstract Moral Reasoning in LLMs with Fables (Marcuzzo et al.)
🔗 aclanthology.org/2025.emnlp-m...
2️⃣ Pun Unintended: LLMs and the Illusion of Humor Understanding (Zangari et al.)
🔗 aclanthology.org/2025.emnlp-m... 2/

5️⃣DocMMIR: A Framework for Document Multi-modal Information Retrieval
🔗 arxiv.org/abs/2505.19312 4/4

3️⃣Social Good or Scientific Curiosity? Uncovering the Research Framing Behind NLP Artefacts
🔗 arxiv.org/abs/2505.18677
4️⃣UniversalCEFR: Enabling Open Multilingual Research on Language Proficiency Assessment
🔗 arxiv.org/abs/2506.01419 3/

1️⃣Blind Men and the Elephant: Diverse Perspectives on Gender Stereotypes in Benchmark Datasets
🔗 arxiv.org/abs/2501.01168
2️⃣NormXLogit: The Head-on-Top Never Lies
🔗https://arxiv.org/abs/2411.16252
2/

Also presenting:
📄BRIGHTER: BRIdging the Gap in Human-Annotated Textual Emotion Recognition Datasets for 28 Languages
🔗 aclanthology.org/2025.acl-lon...
📍 Session 9: IP-Orals – Resources and Evaluation 2
🗓️ Tue, July 29 🕑 14:00–15:30📍 Hall B
2/