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Papers
Gravitation-Driven Semantic Alignment for Text Video Retrieval
CVPR 2026
PinPoint: Evaluation of Composed Image Retrieval with Explicit Negatives, Multi-Image Queries, and Paraphrase Testing
CVPR 2026
Stitch-a-Demo: Creating Video Demonstrations from Multistep Descriptions
CVPR 2026
GraphemeAug: A Systematic Approach to Synthesized Hard Negative Keyword Spotting Examples
Interspeech 2025
Long-Context LLMs Meet RAG: Overcoming Challenges for Long Inputs in RAG
ICLR 2025
MA-CIR: A Multimodal Arithmetic Benchmark for Composed Image Retrieval
ICCV 2025
Negative Matters: Multi-Granularity Hard-Negative Synthesis and Anchor-Token-Aware Pooling for Enhanced Text Embeddings
ACL 2025
ReSa2: A Two-Stage Retrieval-Sampling Algorithm for Negative Sampling in Dense Retrieval
ACML 2025
Sentence Smith: Controllable Edits for Evaluating Text Embeddings
EMNLP 2025
Visual Perturbation and Adaptive Hard Negative Contrastive Learning for Compositional Reasoning in Vision-Language Models
IJCAI 2025
A Fresh Take on Stale Embeddings: Improving Dense Retriever Training with Corrector Networks
ICML 2024
Centrality-aware Product Retrieval and Ranking
EMNLP 2024
Contrasting Intra-Modal and Ranking Cross-Modal Hard Negatives to Enhance Visio-Linguistic Compositional Understanding
CVPR 2024
MESED: A Multi-Modal Entity Set Expansion Dataset with Fine-Grained Semantic Classes and Hard Negative Entities
AAAI 2024
Relevance Is a Guiding Light: Relevance-aware Adaptive Learning for End-to-end Task-oriented Dialogue System
EMNLP 2024
TriSampler: A Better Negative Sampling Principle for Dense Retrieval
AAAI 2024
A Benchmark and Asymmetrical-Similarity Learning for Practical Image Copy Detection
AAAI 2023
Filtering, Distillation, and Hard Negatives for Vision-Language Pre-Training
CVPR 2023
ViLTA: Enhancing Vision-Language Pre-training through Textual Augmentation
ICCV 2023
Bridging the Training-Inference Gap for Dense Phrase Retrieval
EMNLP 2022
Exposing the Limits of Video-Text Models through Contrast Sets
NAACL 2022
Recovering Gold from Black Sand: Multilingual Dense Passage Retrieval with Hard and False Negative Samples
EMNLP 2022
Unsupervised Sentence Representation via Contrastive Learning with Mixing Negatives
AAAI 2022
Approximate Nearest Neighbor Negative Contrastive Learning for Dense Text Retrieval
ICLR 2021
Understanding Hard Negatives in Noise Contrastive Estimation
NAACL 2021