SOTAVerified

Referring expression generation

Generate referring expressions

Papers

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Showing 71–80 of 84 papers

TitleStatusHype
An Empirical Approach for Modeling Fuzzy Geographical Descriptors—0
Comprehension-guided referring expressions—0
On the Robustness of Standalone Referring Expression Generation Algorithms Using RDF Data—0
Easy Things First: Installments Improve Referring Expression Generation for Objects in Photographs—0
Modeling Context in Referring ExpressionsCode1
The Methodius Corpus of Rhetorical Discourse Structures and Generated Texts—0
Towards Situated Dialogue: Revisiting Referring Expression Generation—0
Learning Distributions over Logical Forms for Referring Expression Generation—0
Justifying Corpus-Based Choices in Referring Expression Generation—0
Combining Referring Expression Generation and Surface Realization: A Corpus-Based Investigation of Architectures—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