What Happens When Your Prompt Is Too Obscure? Post date July 10, 2025 Post author By The FewShot Prompting Publication Post categories In ai-dataset-curation, ai-generalization, clip, concept-frequency-ai, multimodal-models, object-detection-ai, text-to-image-generation, zero-shot-learning
A Close Look at Misalignment in Pretraining Datasets Post date July 10, 2025 Post author By The FewShot Prompting Publication Post categories In ai-dataset-curation, ai-generalization, clip, concept-frequency-ai, multimodal-models, object-detection-ai, text-to-image-generation, zero-shot-learning
The Link Between Concept Frequency and AI Performance, Seen Through Images and Words Post date July 10, 2025 Post author By The FewShot Prompting Publication Post categories In ai-dataset-curation, ai-generalization, clip, concept-frequency-ai, multimodal-models, object-detection-ai, text-to-image-generation, zero-shot-learning
How Concept Frequency Affects AI Image Accuracy Post date July 9, 2025 Post author By The FewShot Prompting Publication Post categories In ai-dataset-curation, ai-generalization, clip, concept-frequency-ai, multimodal-models, object-detection-ai, text-to-image-generation, zero-shot-learning
Across Metrics and Prompts, Frequent Concepts Outperform in Zero-Shot Learning Post date July 9, 2025 Post author By The FewShot Prompting Publication Post categories In ai-dataset-curation, ai-generalization, clip, concept-frequency-ai, multimodal-models, object-detection-ai, text-to-image-generation, zero-shot-learning
What 34 Vision-Language Models Reveal About Multimodal Generalization Post date July 9, 2025 Post author By The FewShot Prompting Publication Post categories In ai-dataset-curation, ai-generalization, clip, concept-frequency-ai, multimodal-models, object-detection-ai, text-to-image-generation, zero-shot-learning
How Dataset Diversity Impacts AI Model Performance Post date July 9, 2025 Post author By The FewShot Prompting Publication Post categories In ai-dataset-curation, ai-generalization, clip, concept-frequency-ai, multimodal-models, object-detection-ai, text-to-image-generation, zero-shot-learning
‘Let It Wag!’ and the Limits of Machine Learning on Rare Concepts Post date July 8, 2025 Post author By The FewShot Prompting Publication Post categories In ai-dataset-curation, ai-generalization, clip, concept-frequency-ai, multimodal-models, object-detection-ai, text-to-image-generation, zero-shot-learning
AI Training Data Has a Long-Tail Problem Post date July 8, 2025 Post author By The FewShot Prompting Publication Post categories In ai-dataset-curation, ai-generalization, clip, concept-frequency-ai, multimodal-models, object-detection-ai, text-to-image-generation, zero-shot-learning
AI Models Trained on Synthetic Data Still Follow Concept Frequency Trends Post date July 8, 2025 Post author By The FewShot Prompting Publication Post categories In ai-dataset-curation, ai-generalization, clip, concept-frequency-ai, multimodal-models, object-detection-ai, text-to-image-generation, zero-shot-learning
Analyzing the Impact of Pretraining Frequency on Zero-Shot Performance in Multimodal Models Post date July 8, 2025 Post author By The FewShot Prompting Publication Post categories In ai-dataset-curation, ai-generalization, clip, concept-frequency-ai, multimodal-models, object-detection-ai, text-to-image-generation, zero-shot-learning
How AI Models Count and Match Concepts in Images and Text Post date July 8, 2025 Post author By The FewShot Prompting Publication Post categories In ai-dataset-curation, ai-generalization, clip, concept-frequency-ai, multimodal-models, object-detection-ai, text-to-image-generation, zero-shot-learning
What 300GB of AI Research Reveals About the True Limits of “Zero-Shot” Intelligence Post date July 8, 2025 Post author By The FewShot Prompting Publication Post categories In ai-dataset-curation, ai-generalization, clip, concept-frequency-ai, hackernoon-top-story, multimodal-models, object-detection-ai, zero-shot-learning
Transforming Video Content into Actionable Notes with AI Post date March 14, 2025 Post author By Manasabrao Post categories In ai, multimodal-models, notes, streamlit, Videos
Adaptive Attacks Expose SLM Vulnerabilities and Qualitative Insights Post date February 6, 2025 Post author By Phonology Technology Post categories In adversarial-attacks, black-box-attacks, jailbreaking, large-language-models, multimodal-models, robustness-countermeasures, speech-language-models, white-box-attacks
Transfer Attacks Reveal SLM Vulnerabilities and Effective Noise Defenses Post date February 6, 2025 Post author By Phonology Technology Post categories In adversarial-attacks, black-box-attacks, jailbreaking, large-language-models, multimodal-models, robustness-countermeasures, speech-language-models, white-box-attacks
Cross-Prompt Attacks and Data Ablations Impact SLM Robustness Post date February 6, 2025 Post author By Phonology Technology Post categories In adversarial-attacks, black-box-attacks, jailbreaking, large-language-models, multimodal-models, robustness-countermeasures, speech-language-models, white-box-attacks
Safety Alignment and Jailbreak Attacks Challenge Modern LLMs Post date February 6, 2025 Post author By Phonology Technology Post categories In adversarial-attacks, black-box-attacks, jailbreaking, large-language-models, multimodal-models, robustness-countermeasures, speech-language-models, white-box-attacks
Audio Encoder Pre-training and Evaluation Enhance SLM Safety Post date February 6, 2025 Post author By Phonology Technology Post categories In adversarial-attacks, black-box-attacks, jailbreaking, large-language-models, multimodal-models, robustness-countermeasures, speech-language-models, white-box-attacks
Integrated Speech Language Models Face Critical Safety Vulnerabilities Post date February 6, 2025 Post author By Phonology Technology Post categories In adversarial-attacks, black-box-attacks, jailbreaking, large-language-models, multimodal-models, robustness-countermeasures, speech-language-models, white-box-attacks
SpeechVerse Unites Audio Encoder and LLM for Superior Spoken QA Post date February 6, 2025 Post author By Phonology Technology Post categories In adversarial-attacks, black-box-attacks, jailbreaking, large-language-models, multimodal-models, robustness-countermeasures, speech-language-models, white-box-attacks
SLMs Outperform Competitors Yet Suffer Rapid Adversarial Jailbreaks Post date February 6, 2025 Post author By Phonology Technology Post categories In adversarial-attacks, black-box-attacks, jailbreaking, large-language-models, multimodal-models, robustness-countermeasures, speech-language-models, white-box-attacks
Adversarial Settings and Random Noise Reveal Speech LLM Vulnerabilities Post date February 6, 2025 Post author By Phonology Technology Post categories In adversarial-attacks, black-box-attacks, jailbreaking, large-language-models, multimodal-models, robustness-countermeasures, speech-language-models, white-box-attacks
Datasets and Evaluation Define the Robustness of Speech Language Models Post date February 6, 2025 Post author By Phonology Technology Post categories In adversarial-attacks, black-box-attacks, jailbreaking, large-language-models, multimodal-models, robustness-countermeasures, speech-language-models, white-box-attacks
Adversarial Attacks Challenge the Integrity of Speech Language Models Post date February 6, 2025 Post author By Phonology Technology Post categories In adversarial-attacks, black-box-attacks, jailbreaking, large-language-models, multimodal-models, robustness-countermeasures, speech-language-models, white-box-attacks
Multimodal RAG Pipeline: Three Ways to Build It Post date November 8, 2024 Post author By Lan Chu Post categories In multimodal, multimodal-models, retrieval-augmented-gen
Building Multimodal Generative AI Systems: Architecture, Refinement, and Enhancement Post date August 1, 2024 Post author By Joy Oguntona Post categories In ai, ai-agent, ai-architecture, ai-enhancement, ai-integrations, data-augmentation, generative-ai, multimodal-models