SOTAVerified

Referring expression generation

Generate referring expressions

Papers

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Showing 26–50 of 84 papers

TitleStatusHype
Improving the generation of personalised descriptions—0
Improving the Naturalness and Diversity of Referring Expression Generation models using Minimum Risk Training—0
Informativity in Image Captions vs. Referring Expressions—0
Intrinsic Task-based Evaluation for Referring Expression Generation—0
Justifying Corpus-Based Choices in Referring Expression Generation—0
Learning Distributions over Logical Forms for Referring Expression Generation—0
Learning Preferences for Referring Expression Generation: Effects of Domain, Language and Algorithm—0
Lessons from Computational Modelling of Reference Production in Mandarin and English—0
Meteorologists and Students: A resource for language grounding of geographical descriptors—0
MuDoCo: Corpus for Multidomain Coreference Resolution and Referring Expression Generation—0
A Predictive Model for Notional Anaphora in English—0
Non-neural Models Matter: A Re-evaluation of Neural Referring Expression Generation Systems—0
Obtaining referential word meanings from visual and distributional information: Experiments on object naming—0
OMEGA : A probabilistic approach to referring expression generation in a virtual environment—0
On The Feasibility of Open Domain Referring Expression Generation Using Large Scale Folksonomies—0
On the Robustness of Standalone Referring Expression Generation Algorithms Using RDF Data—0
Assessing Neural Referential Form Selectors on a Realistic Multilingual Dataset—0
Perspective-corrected Spatial Referring Expression Generation for Human-Robot Interaction—0
Reference production in human-computer interaction: Issues for Corpus-based Referring Expression Generation—0
Refer-iTTS: A System for Referring in Spoken Installments to Objects in Real-World Images—0
Referring Expression Generation and Comprehension via Attributes—0
Referring Expression Generation in time-constrained communication—0
Augmenting Robot Knowledge Consultants with Distributed Short Term Memory—0
Referring Expression Generation under Uncertainty: Algorithm and Evaluation Framework—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