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Stress-testing long-context language models with lifelong icl and task haystack
We introduce Lifelong ICL, a problem setting that challenges long-context language models
(LMs) to learn a sequence of language tasks through in-context learning (ICL). We further …
(LMs) to learn a sequence of language tasks through in-context learning (ICL). We further …
Building better ai agents: A provocation on the utilisation of persona in llm-based conversational agents
The incorporation of Large Language Models (LLMs) such as the GPT series into diverse
sectors including healthcare, education, and finance marks a significant evolution in the field …
sectors including healthcare, education, and finance marks a significant evolution in the field …
[HTML][HTML] Smart recommender for the configuration of software project development teams
Abstract The development of Social Media has caused an incredible change in the way
people communicate and share information. It provides a set of platforms, web-based …
people communicate and share information. It provides a set of platforms, web-based …
You don't need a personality test to know these models are unreliable: Assessing the Reliability of Large Language Models on Psychometric Instruments
The versatility of Large Language Models (LLMs) on natural language understanding tasks
has made them popular for research in social sciences. To properly understand the …
has made them popular for research in social sciences. To properly understand the …
Vision-language models do not understand negation
Many practical vision-language applications require models that understand negation, eg,
when using natural language to retrieve images which contain certain objects but not others …
when using natural language to retrieve images which contain certain objects but not others …
Reproducing NevIR: Negation in Neural Information Retrieval
C van Elsen, F Barkhof, T Nijdam, S Lupart… - arxiv preprint arxiv …, 2025 - arxiv.org
Negation is a fundamental aspect of human communication, yet it remains a challenge for
Language Models (LMs) in Information Retrieval (IR). Despite the heavy reliance of modern …
Language Models (LMs) in Information Retrieval (IR). Despite the heavy reliance of modern …
Suppressing pink elephants with direct principle feedback
Existing methods for controlling language models, such as RLHF and Constitutional AI,
involve determining which LLM behaviors are desirable and training them into a language …
involve determining which LLM behaviors are desirable and training them into a language …
From No to Know: Taxonomy, Challenges, and Opportunities for Negation Understanding in Multimodal Foundation Models
Negation, a linguistic construct conveying absence, denial, or contradiction, poses
significant challenges for multilingual multimodal foundation models. These models excel in …
significant challenges for multilingual multimodal foundation models. These models excel in …
Evaluation of pretrained language models on music understanding
Music-text multimodal systems have enabled new approaches to Music Information
Research (MIR) applications such as audio-to-text and text-to-audio retrieval, text-based …
Research (MIR) applications such as audio-to-text and text-to-audio retrieval, text-based …
Confusing negative commonsense knowledge generation with hierarchy modeling and LLM-enhanced filtering
While most of the world's knowledge exists in a positive and affirmative form, negative
knowledge also plays a significant role by showing what is not true or what not to think, and …
knowledge also plays a significant role by showing what is not true or what not to think, and …