SOTAVerified

Referring expression generation

Generate referring expressions

Papers

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Showing 21–30 of 84 papers

TitleStatusHype
Improving the Naturalness and Diversity of Referring Expression Generation models using Minimum Risk Training—0
Exploring the Behavior of Classic REG Algorithms in the Description of Characters in 3D Images—0
Combining Referring Expression Generation and Surface Realization: A Corpus-Based Investigation of Architectures—0
Fuzzy Logic for Vagueness Management in Referring Expression Generation—0
Generating Quantified Referring Expressions through Attention-Driven Incremental Perception—0
Generating Texts with Integer Linear Programming—0
Gera \~ao de Express\~oes de Refer\^encia usando Rela \~oes Espaciais (Referring Expression Generation Using Spatial Relations) [in Portuguese]—0
G-TUNA: a corpus of referring expressions in German, including duration information—0
Decoding Strategies for Neural Referring Expression Generation—0
An Incremental Iterated Response Model of Pragmatics—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