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Referring expression generation

Generate referring expressions

Papers

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Showing 61–70 of 84 papers

TitleStatusHype
Improving the generation of personalised descriptions—0
Referring Expression Generation under Uncertainty: Algorithm and Evaluation Framework—0
G-TUNA: a corpus of referring expressions in German, including duration information—0
The WebNLG Challenge: Generating Text from RDF Data—0
Exploring the Behavior of Classic REG Algorithms in the Description of Characters in 3D Images—0
Obtaining referential word meanings from visual and distributional information: Experiments on object naming—0
Creating Training Corpora for NLG Micro-Planners—0
Squib: Effects of Cognitive Effort on the Resolution of Overspecified Descriptions—0
Trainable Referring Expression Generation using Overspecification Preferences—0
Building Multimodal Simulations for Natural Language—0
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All datasetsColonINST-v1 (Seen)ColonINST-v1 (Unseen)

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ColonGPT (w/ LoRA, w/o extra data)Accuray99.96—Unverified
2LLaVA-v1.5 (w/ LoRA, w/ extra data)Accuray99.32—Unverified
3LLaVA-Med-v1.5 (w/ LoRA, w/o extra data)Accuray99.3—Unverified
4MGM-2B (w/o LoRA, w/ extra data)Accuray98.75—Unverified
5LLaVA-v1.5 (w/ LoRA, w/o extra data)Accuray98.58—Unverified
6MGM-2B (w/o LoRA, w/o extra data)Accuray98.17—Unverified
7MobileVLM-1.7B (w/ LoRA, w/ extra data)Accuray97.87—Unverified
8MobileVLM-1.7B (w/o LoRA, w/ extra data)Accuray97.78—Unverified
9LLaVA-Med-v1.0 (w/o LoRA, w/o extra data)Accuray97.74—Unverified
10LLaVA-Med-v1.0 (w/o LoRA, w/ extra data)Accuray97.35—Unverified
#ModelMetricClaimedVerifiedStatus
1LLaVA-Med-v1.5 (w/ LoRA, w/ extra data)Accuray70—Unverified
2LLaVA-v1 (w/ LoRA, w/ extra data)Accuray46.85—Unverified