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Critical Tokens Matter: Token-Level Contrastive Estimation Enhances LLM's Reasoning Capability
International Conference on Machine LearningMathematical reasoning tasks pose significant challenges for large language models (LLMs) because they require precise logical deduction and sequence analysis.
Zicheng Lin +8 more
semanticscholar +1 more source
Keypoint Action Tokens Enable In-Context Imitation Learning in Robotics
Robotics: Science and Systems ConferenceWe show that off-the-shelf text-based Transformers, with no additional training, can perform few-shot in-context visual imitation learning, mapping visual observations to action sequences that emulate the demonstrator's behaviour.
Norman Di Palo, Edward Johns
semanticscholar +1 more source
Perception Tokens Enhance Visual Reasoning in Multimodal Language Models
Computer Vision and Pattern RecognitionMultimodal language models (MLMs) still face challenges in fundamental visual perception tasks where specialized models excel. Tasks requiring reasoning about 3D structures benefit from depth estimation, and reasoning about 2D object instances benefits ...
Mahtab Bigverdi +6 more
semanticscholar +1 more source
Not All Tokens Are What You Need for Pretraining
Neural Information Processing SystemsPrevious language model pre-training methods have uniformly applied a next-token prediction loss to all training tokens. Challenging this norm, we posit that “Not all tokens in a corpus are equally important for language model training” .
Zheng-Wen Lin +10 more
semanticscholar +1 more source
DeepStack: Deeply Stacking Visual Tokens is Surprisingly Simple and Effective for LMMs
Neural Information Processing SystemsMost large multimodal models (LMMs) are implemented by feeding visual tokens as a sequence into the first layer of a large language model (LLM). The resulting architecture is simple but significantly increases computation and memory costs, as it has to ...
Lingchen Meng +6 more
semanticscholar +1 more source
Extreme connectedness between renewable energy tokens and fossil fuel markets
Energy Economics, 2022Muhammad Umar +2 more
exaly
Connectedness among fan tokens and stocks of football clubs
Research in International Business and Finance, 2022Ata Assaf, Oguz Ersan, Ender Demir
exaly

