Sentiment Classification

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

15 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

30 shown of 332 papers with code (949 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• A Structured Self-attentive Sentence Embedding
  9 Mar 2017 52 repositories listed Syntology ran 4 of 10 samples · 6 unverified · 2 pointer-only (licence)
  This paper proposes a new model for extracting an interpretable sentence embedding by introducing self-attention.
• Improved Semantic Representations From Tree-Structured Long Short-Term Memory Networks
  28 Feb 2015 16 repositories listed Syntology ran 6 of 15 samples · 9 unverified · 6 pointer-only (licence)
  Because of their superior ability to preserve sequence information over time, Long Short-Term Memory (LSTM) networks, a type of recurrent neural network with a more complex computational unit, have obtained strong…
• NEZHA: Neural Contextualized Representation for Chinese Language Understanding
  31 Aug 2019 10 repositories listed
  The pre-trained language models have achieved great successes in various natural language understanding (NLU) tasks due to its capacity to capture the deep contextualized information in text by pre-training on…
• Effective LSTMs for Target-Dependent Sentiment Classification
  3 Dec 2015 10 repositories listed Syntology ran 0 of 3 samples · 3 unverified
  Target-dependent sentiment classification remains a challenge: modeling the semantic relatedness of a target with its context words in a sentence.
• A C-LSTM Neural Network for Text Classification
  27 Nov 2015 10 repositories listed
  In this work, we combine the strengths of both architectures and propose a novel and unified model called C-LSTM for sentence representation and text classification.
• Attention-based LSTM for Aspect-level Sentiment Classification
  1 Nov 2016 8 repositories listed
• Aspect Level Sentiment Classification with Deep Memory Network
  28 May 2016 8 repositories listed Syntology ran 1 of 2 samples · 1 unverified · 2 pointer-only (licence)
  Such importance degree and text representation are calculated with multiple computational layers, each of which is a neural attention model over an external memory.
• Mockingjay: Unsupervised Speech Representation Learning with Deep Bidirectional Transformer Encoders
  25 Oct 2019 7 repositories listed Syntology ran 3 of 11 samples · 8 unverified
  We present Mockingjay as a new speech representation learning approach, where bidirectional Transformer encoders are pre-trained on a large amount of unlabeled speech.
• Quasi-Recurrent Neural Networks
  5 Nov 2016 7 repositories listed Syntology ran 0 of 1 samples · 1 unverified
  Recurrent neural networks are a powerful tool for modeling sequential data, but the dependence of each timestep's computation on the previous timestep's output limits parallelism and makes RNNs unwieldy for very long…
• Knowing What, How and Why: A Near Complete Solution for Aspect-based Sentiment Analysis
  5 Nov 2019 6 repositories listed
  In this paper, we introduce a new subtask under ABSA, named aspect sentiment triplet extraction (ASTE).
• Induction Networks for Few-Shot Text Classification
  27 Feb 2019 5 repositories listed
  Therefore, we should be able to learn a general representation of each class in the support set and then compare it to new queries.
• Attentional Encoder Network for Targeted Sentiment Classification
  25 Feb 2019 5 repositories listed
  Most of the previous approaches model context and target words with RNN and attention.
• Interactive Attention Networks for Aspect-Level Sentiment Classification
  4 Sep 2017 5 repositories listed
  In this paper, we argue that both targets and contexts deserve special treatment and need to be learned their own representations via interactive learning.
• Protoformer: Embedding Prototypes for Transformers
  25 Jun 2022 4 repositories listed
  This paper proposes Protoformer, a novel self-learning framework for Transformers that can leverage problematic samples for text classification.
• Adversarial Training for Aspect-Based Sentiment Analysis with BERT
  30 Jan 2020 4 repositories listed
  In this work, we apply adversarial training, which was put forward by Goodfellow et al.
• Confident Learning: Estimating Uncertainty in Dataset Labels
  31 Oct 2019 4 repositories listed Syntology ran 4 of 29 samples · 25 unverified · 3 pointer-only (licence)
  Confident learning (CL) is an alternative approach which focuses instead on label quality by characterizing and identifying label errors in datasets, based on the principles of pruning noisy data, counting with…
• Distilling Task-Specific Knowledge from BERT into Simple Neural Networks
  28 Mar 2019 4 repositories listed Syntology ran 9 of 9 samples · 0 unverified
  In the natural language processing literature, neural networks are becoming increasingly deeper and complex.
• AfriSenti: A Twitter Sentiment Analysis Benchmark for African Languages
  17 Feb 2023 3 repositories listed
  These include 75 languages with at least one million speakers each.
• Adapt or Get Left Behind: Domain Adaptation through BERT Language Model Finetuning for Aspect-Target Sentiment Classification
  30 Aug 2019 3 repositories listed Syntology ran 0 of 7 samples · 7 unverified
  Aspect-Target Sentiment Classification (ATSC) is a subtask of Aspect-Based Sentiment Analysis (ABSA), which has many applications e.
• Cross-Lingual Sentiment Quantification
  16 Apr 2019 3 repositories listed
  Cross-lingual sentiment quantification (and cross-lingual \emph{text} quantification in general) has never been discussed before in the literature; we establish baseline results for the binary case by combining…
• Fast and accurate sentiment classification using an enhanced Naive Bayes model
  27 May 2013 3 repositories listed
  We have explored different methods of improving the accuracy of a Naive Bayes classifier for sentiment analysis.
• Sentiment Reasoning for Healthcare
  24 Jul 2024 2 repositories listed
  Sentiment Reasoning is an auxiliary task in sentiment analysis where the model predicts both the sentiment label and generates the rationale behind it based on the input transcript.
• Accuracy of TextFooler black box adversarial attacks on 01 loss sign activation neural network ensemble
  12 Feb 2024 2 repositories listed
  We ask the following question in this study: are 01 loss sign activation neural networks hard to deceive with a popular black box text adversarial attack program called TextFooler?
• TurkishBERTweet: Fast and Reliable Large Language Model for Social Media Analysis
  29 Nov 2023 2 repositories listed
  Wide us of this language on social media platforms such as Twitter, Instagram, or Tiktok and strategic position of the country in the world politics makes it appealing for the social network researchers and industry.
• PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance
  8 Jun 2023 2 repositories listed Syntology ran 1 of 1 samples · 0 unverified
  This paper introduces PIXIU, a comprehensive framework including the first financial LLM based on fine-tuning LLaMA with instruction data, the first instruction data with 136K data samples to support the fine-tuning,…
• Processing Natural Language on Embedded Devices: How Well Do Transformer Models Perform?
  23 Apr 2023 2 repositories listed
  This paper presents a performance study of transformer language models under different hardware configurations and accuracy requirements and derives empirical observations about these resource/accuracy trade-offs.
• Explaining Patterns in Data with Language Models via Interpretable Autoprompting
  4 Oct 2022 2 repositories listed Syntology ran 1 of 1 samples · 0 unverified
  Large language models (LLMs) have displayed an impressive ability to harness natural language to perform complex tasks.
• PyABSA: A Modularized Framework for Reproducible Aspect-based Sentiment Analysis
  2 Aug 2022 2 repositories listed
  The advancement of aspect-based sentiment analysis (ABSA) has urged the lack of a user-friendly framework that can largely lower the difficulty of reproducing state-of-the-art ABSA performance, especially for beginners.
• Faces: AI Blitz XIII Solutions
  3 Apr 2022 2 repositories listed
  AI Blitz XIII Faces challenge hosted on www.
• Continual Learning with Knowledge Transfer for Sentiment Classification
  18 Dec 2021 2 repositories listed
  In this setting, the CL system learns a sequence of SC tasks incrementally in a neural network, where each task builds a classifier to classify the sentiment of reviews of a particular product category or domain.

Syntology lines on 11 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.