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Found 7 papers, 2 papers with code
LibEvolutionEval: A Benchmark and Study for Version-Specific Code Generation
Recent advancements in code completion models have primarily focused on local file contexts.
Approximately Aligned Decoding
It is common to reject undesired outputs of Large Language Models (LLMs); however, current methods to do so require an excessive amount of computation, or severely distort the distribution of outputs.
On Mitigating Code LLM Hallucinations with API Documentation
Our findings reveal that Code LLMs struggle with low frequency APIs: for e. g., GPT-4o achieves only 38. 58% valid low frequency API invocations.
Self-supervised Multi-view Disentanglement for Expansion of Visual Collections
In this work, we consider the setting where a query for similar images is derived from a collection of images.
ContraCLM: Contrastive Learning For Causal Language Model
Specifically, we attain $44\%$ relative improvement on the Semantic Textual Similarity tasks and $34\%$ on Code-to-Code Search tasks.
MultiViz: Towards Visualizing and Understanding Multimodal Models
How can we visualize the internal modeling of multimodal interactions in these models?
Generating Compositional Color Representations from Text
While this dataset is specialized for our investigations on color, the method can be extended to other visual dimensions where composition is of interest.
