SOTAVerified

Text Generation

Text Generation is the task of generating text with the goal of appearing indistinguishable to human-written text. This task is more formally known as "natural language generation" in the literature.

Text generation can be addressed with Markov processes or deep generative models like LSTMs. Recently, some of the most advanced methods for text generation include BART, GPT and other GAN-based approaches. Text generation systems are evaluated either through human ratings or automatic evaluation metrics like METEOR, ROUGE, and BLEU.

Further readings:

( Image credit: Adversarial Ranking for Language Generation )

Papers

Showing 44014450 of 5335 papers

TitleStatusHype
A Master-Apprentice Approach to Automatic Creation of Culturally Satirical Movie Titles0
Automatic Opinion Question GenerationCode0
Neural sentence generation from formal semantics0
Comprehension Driven Document Planning in Natural Language Generation Systems0
Japanese Advertising Slogan Generator using Case Frame and Word Vector0
Designing and testing the messages produced by a virtual dietitian0
Proceedings of the 11th International Conference on Natural Language Generation0
Automated learning of templates for data-to-text generation: comparing rule-based, statistical and neural methodsCode0
Statistical NLG for Generating the Content and Form of Referring Expressions0
Adding the Third Dimension to Spatial Relation Detection in 2D Images0
Content Aware Source Code Change Description Generation0
Automatically Generating Questions about Novel Metaphors in Literature0
Underspecified Universal Dependency Structures as Inputs for Multilingual Surface Realisation0
Towards making NLG a voice for interpretable Machine Learning0
Syntactic Manipulation for Generating more Diverse and Interesting TextsCode0
Stylistically User-Specific Generation0
Generation of Company descriptions using concept-to-text and text-to-text deep models: dataset collection and systems evaluation0
Explainable Autonomy: A Study of Explanation Styles for Building Clear Mental Models0
Treat the system like a human student: Automatic naturalness evaluation of generated text without reference texts0
Multi-Language Surface Realisation as REST API based NLG Microservice0
End-to-end Image Captioning Exploits Distributional Similarity in Multimodal SpaceCode0
Ontology-Based Retrieval \& Neural Approaches for BioASQ Ideal Answer Generation0
Unsupervised Token-wise Alignment to Improve Interpretation of Encoder-Decoder Models0
Data2Text Studio: Automated Text Generation from Structured Data0
Towards Coherent and Cohesive Long-form Text Generation0
Auditing Data Provenance in Text-Generation ModelsCode0
Generating Texts with Integer Linear Programming0
Extracting Linguistic Resources from the Web for Concept-to-Text Generation0
Evaluating Text GANs as Language ModelsCode0
Deep Graph Convolutional Encoders for Structured Data to Text GenerationCode1
Hierarchical Text Generation using an OutlineCode0
Skip-Thought GAN: Generating Text through Adversarial Training using Skip-Thought Vectors0
BLEU is Not Suitable for the Evaluation of Text SimplificationCode0
Important Attribute Identification in Knowledge Graph0
Adversarial Text Generation Without Reinforcement Learning0
Sequence-to-Sequence Models for Data-to-Text Natural Language Generation: Word- vs. Character-based Processing and Output Diversity0
End-to-End Content and Plan Selection for Data-to-Text GenerationCode0
Scalable Micro-planned Generation of Discourse from Structured DataCode0
Findings of the E2E NLG Challenge0
Boosting Text Classification Performance on Sexist Tweets by Text Augmentation and Text Generation Using a Combination of Knowledge Graphs0
EmojiGAN: learning emojis distributions with a generative model0
Meteor++: Incorporating Copy Knowledge into Machine Translation Evaluation0
Sounds Wilde. Phonetically Extended Embeddings for Author-Stylized Poetry Generation0
Curriculum Learning Based on Reward Sparseness for Deep Reinforcement Learning of Task Completion Dialogue Management0
Improving Neural Abstractive Document Summarization with Explicit Information Selection Modeling0
Frustratingly Easy Model Ensemble for Abstractive Summarization0
Learning Latent Semantic Annotations for Grounding Natural Language to Structured DataCode0
AirDialogue: An Environment for Goal-Oriented Dialogue ResearchCode0
Deep Attentive Sentence Ordering Network0
Sentence Compression for Arbitrary Languages via Multilingual PivotingCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1T5B BaselineBLEU48.74Unverified
2FactT5BBLEU48.37Unverified
3JointGT BaselineBLEU47.51Unverified
4FactJointGTBLEU47.39Unverified
5Control Prefixes (T5-large)METEOR0.41Unverified
6T5METEOR0.12Unverified
7BARTMETEOR0.11Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.95Unverified
2partGANBLEU-20.91Unverified
3RankGANBLEU-20.85Unverified
4RelGAN (100)BLEU-20.85Unverified
5SeqGANBLEU-20.83Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.96Unverified
2PPOGANBLEU-20.91Unverified
3RelGANBLEU-20.88Unverified
4SeqGANBLEU-20.86Unverified
5RankGANBLEU-20.78Unverified
#ModelMetricClaimedVerifiedStatus
1UniCRSDistinct-30.65Unverified
2CRFRDistinct-30.52Unverified
3KGSFDistinct-30.43Unverified
4C2CRSDistinct-30.33Unverified
5KBRDDistinct-30.3Unverified
#ModelMetricClaimedVerifiedStatus
1UniLMCIDEr14.92Unverified
2BART (TextBox 2.0)CIDEr12.98Unverified
3BARTMETEOR0.3Unverified
4T5METEOR0.29Unverified
#ModelMetricClaimedVerifiedStatus
1Beam search + A*esque (beam)BLEU-134.4Unverified
2Beam search + A*esque (sample)BLEU-134.4Unverified
3Beam search + A*esque (greedy)BLEU-134.3Unverified
4Beam searchBLEU-133.7Unverified
#ModelMetricClaimedVerifiedStatus
1RankGANBLEU-20.81Unverified
2SeqGANBLEU-20.74Unverified
3LeakGANBLEU-20.46Unverified
#ModelMetricClaimedVerifiedStatus
1TGen++METEOR0.17Unverified
2TGenMETEOR0.15Unverified
3TGen+METEOR0.15Unverified
#ModelMetricClaimedVerifiedStatus
1GPT2-124Meval_loss3.12Unverified
2GPT2-81M-LOOPeval_loss3.11Unverified
3GPT2-Hermiteeval_loss2.91Unverified
#ModelMetricClaimedVerifiedStatus
1LLaMA-65B+CFG (zero-shot)Accuracy96.6Unverified
2LLaMA-30B+CFG (zero-shot)Accuracy96.4Unverified
3LLaMA-13B+CFG (zero-shot)Accuracy95.1Unverified
#ModelMetricClaimedVerifiedStatus
1CNN-VAENLL332.1Unverified
2SA-VAENLL327.5Unverified
3Aggressive VAENLL326.7Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)BLEU-410.2Unverified
#ModelMetricClaimedVerifiedStatus
1STWGAN-GPBLEU-30.62Unverified
#ModelMetricClaimedVerifiedStatus
1PALMROUGE-L41.41Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L64.34Unverified
#ModelMetricClaimedVerifiedStatus
1AEM+AttentionBLEU-114.17Unverified
#ModelMetricClaimedVerifiedStatus
1GPT-4ASR65.1Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L42.96Unverified
#ModelMetricClaimedVerifiedStatus
1Graph2SeqBLEU22Unverified
#ModelMetricClaimedVerifiedStatus
1WGANGP + DGflowJS-40.19Unverified