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 45514600 of 5335 papers

TitleStatusHype
Let's do it "again": A First Computational Approach to Detecting Adverbial Presupposition Triggers0
Generative Adversarial Nets for Information Retrieval: Fundamentals and Advances0
Linguistic Features of Helpfulness in Automated Support for Creative Writing0
Towards Controllable Story Generation0
Quality Signals in Generated Stories0
Dialog Generation Using Multi-Turn Reasoning Neural Networks0
Deep Learning Approaches to Text Production0
Madly Ambiguous: A Game for Learning about Structural Ambiguity and Why It's Hard for Computers0
Deep Learning for Conversational AI0
Specialising Word Vectors for Lexical EntailmentCode0
Transition-Based Chinese AMR Parsing0
Neural Text Generation in Stories Using Entity Representations as Context0
Natural Answer Generation with Heterogeneous Memory0
An automated medical scribe for documenting clinical encounters0
Towards Generating Personalized Hospitalization Summaries0
Modelling Natural Language, Programs, and their Intersection0
Natural Language Generation for Electronic Health RecordsCode0
Human vs Automatic Metrics: on the Importance of Correlation DesignCode0
Discrete Structural Planning for Neural Machine Translation0
EgoCoder: Intelligent Program Synthesis with Hierarchical Sequential Neural Network Model0
Turbo Learning for Captionbot and Drawingbot0
A Deep Ensemble Model with Slot Alignment for Sequence-to-Sequence Natural Language Generation0
Paper Abstract Writing through Editing MechanismCode0
Simplifying Sentences with Sequence to Sequence Models0
Zero-Shot Dialog Generation with Cross-Domain Latent ActionsCode0
Discourse-Aware Neural Rewards for Coherent Text Generation0
Multimodal Hierarchical Reinforcement Learning Policy for Task-Oriented Visual Dialog0
A Graph-to-Sequence Model for AMR-to-Text GenerationCode0
The Morpho-syntactic Annotation of Animacy for a Dependency Parser0
T-REx: A Large Scale Alignment of Natural Language with Knowledge Base TriplesCode0
RtGender: A Corpus for Studying Differential Responses to Gender0
Sarcasm Target Identification: Dataset and An Introductory ApproachCode0
GenDR: A Generic Deep Realizer with Complex Lexicalization0
Referring Expression Generation in time-constrained communication0
Reference production in human-computer interaction: Issues for Corpus-based Referring Expression Generation0
Up-cycling Data for Natural Language Generation0
Annotating Modality Expressions and Event Factuality for a Japanese Chess Commentary Corpus0
Towards a music-language mapping0
Adding Syntactic Annotations to Flickr30k Entities Corpus for Multimodal Ambiguous Prepositional-Phrase Attachment Resolution0
Definite Description Lexical Choice: taking Speaker's Personality into account0
Polish Corpus of Annotated Descriptions of Images0
Towards an Automatic Assessment of Crowdsourced Data for NLU0
Developing the Bangla RST Discourse Treebank0
Building a Corpus for Personality-dependent Natural Language Understanding and Generation0
A Large Automatically-Acquired All-Words List of Multiword Expressions Scored for Compositionality0
Word Affect Intensities0
A Multi-layer Annotated Corpus of Argumentative Text: From Argument Schemes to Discourse Relations0
Towards AMR-BR: A SemBank for Brazilian Portuguese Language0
Exploring Conversational Language Generation for Rich Content about Hotels0
Inherent Biases in Reference based Evaluation for Grammatical Error Correction and Text SimplificationCode0
Show:102550
← PrevPage 92 of 107Next →

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