Semantic Similarity

The main objective Semantic Similarity is to measure the distance between the semantic meanings of a pair of words, phrases, sentences, or documents. For example, the word “car” is more similar to “bus” than it is to “cat”. The two main approaches to measuring Semantic Similarity are knowledge-based approaches and corpus-based, distributional methods.

Source: Visual and Semantic Knowledge Transfer for Large Scale Semi-supervised Object Detection

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 426–450 of 1564 papers

Title	Date	Tasks	Status	Hype
SEINE: Short-to-Long Video Diffusion Model for Generative Transition and Prediction	Oct 31, 2023	PredictionSemantic Similarity	CodeCode Available	2
Few-shot Hybrid Domain Adaptation of Image Generators	Oct 30, 2023	Domain AdaptationSemantic Similarity	CodeCode Available	0
Translating away Translationese without Parallel Data	Oct 28, 2023	Binary ClassificationLanguage Modelling	—Unverified	0
Accelerating LLaMA Inference by Enabling Intermediate Layer Decoding via Instruction Tuning with LITE	Oct 28, 2023	Semantic SimilaritySemantic Textual Similarity	—Unverified	0
The Distributional Hypothesis Does Not Fully Explain the Benefits of Masked Language Model Pretraining	Oct 25, 2023	Language ModelingLanguage Modelling	CodeCode Available	0
Can GPT models Follow Human Summarization Guidelines? Evaluating ChatGPT and GPT-4 for Dialogue Summarization	Oct 25, 2023	Semantic SimilaritySemantic Textual Similarity	—Unverified	0
Topology-aware Debiased Self-supervised Graph Learning for Recommendation	Oct 24, 2023	Collaborative FilteringContrastive Learning	CodeCode Available	0
Meaning Representations from Trajectories in Autoregressive Models	Oct 23, 2023	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	1
Chain-of-Factors Paper-Reviewer Matching	Oct 23, 2023	Information RetrievalLanguage Modelling	CodeCode Available	0
PaRaDe: Passage Ranking using Demonstrations with Large Language Models	Oct 22, 2023	Passage RankingPassage Re-Ranking	—Unverified	0
Prompt-based Grouping Transformer for Nucleus Detection and Classification	Oct 22, 2023	ClassificationSemantic Similarity	CodeCode Available	0
Visual Grounding Helps Learn Word Meanings in Low-Data Regimes	Oct 20, 2023	Image CaptioningLanguage Acquisition	CodeCode Available	1
Improving Long Document Topic Segmentation Models With Enhanced Coherence Modeling	Oct 18, 2023	Information RetrievalSegmentation	—Unverified	0
Noise Contrastive Estimation-based Matching Framework for Low-resource Security Attack Pattern Recognition	Oct 16, 2023	Semantic SimilaritySemantic Textual Similarity	—Unverified	0
Zero-Shot Object Goal Visual Navigation With Class-Independent Relationship Network	Oct 15, 2023	ObjectSemantic Similarity	CodeCode Available	0
Dual-Stream Knowledge-Preserving Hashing for Unsupervised Video Retrieval	Oct 12, 2023	RetrievalSemantic Retrieval	—Unverified	0
Context Compression for Auto-regressive Transformers with Sentinel Tokens	Oct 12, 2023	Language ModelingLanguage Modelling	CodeCode Available	1
Transformers for Green Semantic Communication: Less Energy, More Semantics	Oct 11, 2023	BenchmarkingCPU	CodeCode Available	0
AstroCLIP: A Cross-Modal Foundation Model for Galaxies	Oct 4, 2023	Contrastive Learningmodel	CodeCode Available	1
Bridging the Gap between Structural and Semantic Similarity in Diverse Planning	Oct 2, 2023	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	0
Semantic similarity prediction is better than other semantic similarity measures	Sep 22, 2023	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	0
Decoding Emotional Experiences in Dyadic Conversations of Married Couples: Leveraging Semantic Similarity through Sentence Embedding	Sep 22, 2023	Semantic SimilaritySemantic Textual Similarity	—Unverified	0
Privacy Assessment on Reconstructed Images: Are Existing Evaluation Metrics Faithful to Human Perception?	Sep 22, 2023	Semantic SimilaritySemantic Textual Similarity	—Unverified	0
InstructERC: Reforming Emotion Recognition in Conversation with Multi-task Retrieval-Augmented Large Language Models	Sep 21, 2023	Emotion RecognitionEmotion Recognition in Conversation	CodeCode Available	1
Fully Transformer-Equipped Architecture for End-to-End Referring Video Object Segmentation	Sep 21, 2023	ObjectReferring Video Object Segmentation	—Unverified	0

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All datasets Annotated corpus for semantic similarity of clinical trial outcomes (expanded corpus)Annotated corpus for semantic similarity of clinical trial outcomes (original corpus)SICK BIOSSES CHIP-STS ClinicalSTS MedSTS

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	BioBERT (pre-trained on PubMed abstracts + PMC, fine-tuned on "Annotated corpus for semantic similarity of clinical trial outcomes, expanded corpus")	F1	93.38	—	Unverified
2	SciBERT uncased (SciVocab, fine-tuned on "Annotated corpus for semantic similarity of clinical trial outcomes, expanded corpus")	F1	91.51	—	Unverified
3	SciBERT cased (SciVocab, fine-tuned on "Annotated corpus for semantic similarity of clinical trial outcomes, expanded corpus")	F1	90.69	—	Unverified
4	BERT-Base uncased (fine-tuned on "Annotated corpus for semantic similarity of clinical trial outcomes, expanded corpus")	F1	89.16	—	Unverified
5	BERT-Base cased (fine-tuned on "Annotated corpus for semantic similarity of clinical trial outcomes, expanded corpus")	F1	89.12	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BioBERT (pre-trained on PubMed abstracts + PMC, fine-tuned on "Annotated corpus for semantic similarity of clinical trial outcomes, original corpus")	F1	89.75	—	Unverified
2	SciBERT cased (SciVocab, fine-tuned on "Annotated corpus for semantic similarity of clinical trial outcomes, original corpus")	F1	89.3	—	Unverified
3	SciBERT uncased (SciVocab, fine-tuned on "Annotated corpus for semantic similarity of clinical trial outcomes, original corpus")	F1	89.3	—	Unverified
4	BERT-Base uncased (fine-tuned on "Annotated corpus for semantic similarity of clinical trial outcomes, original corpus")	F1	86.8	—	Unverified
5	BERT-Base cased (fine-tuned on "Annotated corpus for semantic similarity of clinical trial outcomes, original corpus")	F1	84.21	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Doc2VecC	MSE	0.31	—	Unverified
2	LSTM (Tai et al., 2015)	MSE	0.28	—	Unverified
3	Bidirectional LSTM (Tai et al., 2015)	MSE	0.27	—	Unverified
4	combine-skip (Kiros et al., 2015)	MSE	0.27	—	Unverified
5	Dependency Tree-LSTM (Tai et al., 2015)	MSE	0.25	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BioLinkBERT (large)	Pearson Correlation	0.94	—	Unverified
2	BioLinkBERT (base)	Pearson Correlation	0.93	—	Unverified
3	NCBI_BERT(base) (P+M)	Pearson Correlation	0.92	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MacBERT-large	Macro F1	85.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CharacterBERT (base, medical, ensemble)	Pearson Correlation	85.62	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	NCBI_BERT(base) (P+M)	Pearson Correlation	0.85	—	Unverified