Meteo Trentino and FBK started a collaboration in 2009 with the goal of developing a translation system for weather forecast bulletins. On a daily basis, Meteo Trentino compiles and makes available through the WEB site a weather bulletin related to the Trentino area written in Italian. An equivalent or shortened version of that bulletin is also published in English and German after a manual translation made by forecasters. FBK has been asked to provide forecasters with a system for the automatic translation of Italian bulletins into those two languages. In the course of 2009, FBK has developed the translation system and a simple interface (shown in the figure below) which have been delivered to Meteo Trentino, whose forecasters are currently using. The project has been extended to 2010 with the goal of improving the quality of the automatic translation by exploiting feedback from real users.
🤔 What Matters in Data for DPO? I asked myself this question a few days ago while trying to understand how to generate a dataset with preferences to run #DPO. This recent #NeurIPS paper answered some of my questions. The findings are simple but crucial for data creation:
🎓 Come and join our group! 🎓
We offer 2 fully funded PhD positions:
🌍 Human-Centred Evaluation Frameworks for Multilingual Technologies (A6)
🤖 Multimedia Personalization with Multimodal Large Language Models (A7)
⏰ Deadline: 15 May 2026
🔗 Details: https://iecs.unitn.it/education/admission/call-for-application
Our pick of the week by
@FBKZhihangXie
: "Detecting Hallucination in SpeechLLMs at Inference Time Using Attention Maps" by @JWaldendorf, Bashar Awwad Shiekh Hasan and Evgenii Tsymbalov
📰
#SpeechLLM #Hallucination
🚀 New paper: Detecting Hallucinations in SpeechLLMs at Inference Time Using Attention Maps
📄 http://arxiv.org/abs/2604.19565
🧩 Lightweight inference-time detection for SpeechLLM hallucinations via audio attention.
✨ Attention classifiers beat uncertainty baselines on ASR and S2TT.
🚀 New Shared Task: Model Compression for Machine Translation at #WMT2026 (co-located with #EMNLP2026)!
📅 Test data out on June 18th, submissions by July 2nd!
Can you shrink an LLM and keep translation quality high? 🧠🔧
👉 https://www2.statmt.org/wmt26/model-compression.html #NLP #ML #LLM #ModelCompression