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 33013350 of 5335 papers

TitleStatusHype
From Show to Tell: A Survey on Deep Learning-based Image Captioning0
FairyTailor: A Multimodal Generative Framework for StorytellingCode1
CatVRNN: Generating Category Texts via Multi-task LearningCode0
Direct speech-to-speech translation with discrete unitsCode1
Inspiration through Observation: Demonstrating the Influence of Automatically Generated Text on Creative WritingCode0
HinGE: A Dataset for Generation and Evaluation of Code-Mixed Hinglish Text0
DISCO : efficient unsupervised decoding for discrete natural language problems via convex relaxation0
Structured Denoising Diffusion Models in Discrete State-SpacesCode2
A Survey on Dialogue Summarization: Recent Advances and New Frontiers0
On Training Instance Selection for Few-Shot Neural Text Generation0
RATCHET: Medical Transformer for Chest X-ray Diagnosis and ReportingCode1
Is GPT-3 Text Indistinguishable from Human Text? Scarecrow: A Framework for Scrutinizing Machine Text0
Case Relation Transformer: A Crossmodal Language Generation Model for Fetching Instructions0
Diversity as a By-Product: Goal-oriented Language Generation Leads to Linguistic Variation0
Velocidapter: Task-oriented Dialogue Comprehension Modeling Pairing Synthetic Text Generation with Domain AdaptationCode0
Getting to Production with Few-shot Natural Language Generation Models0
A Task-Oriented Dialogue Architecture via Transformer Neural Language Models and Symbolic Injection0
Do Encoder Representations of Generative Dialogue Models have sufficient summary of the Information about the task ?Code0
Capturing Event Argument Interaction via A Bi-Directional Entity-Level Recurrent Decoder0
All That's 'Human' Is Not Gold: Evaluating Human Evaluation of Generated Text0
Evaluation of Thematic Coherence in Microblogs0
Topic-to-Essay Generation with Comprehensive Knowledge Enhancement0
Don't Take It Literally: An Edit-Invariant Sequence Loss for Text GenerationCode0
UMIC: An Unreferenced Metric for Image Captioning via Contrastive LearningCode1
DeltaLM: Encoder-Decoder Pre-training for Language Generation and Translation by Augmenting Pretrained Multilingual EncodersCode0
Towards Automatic Speech to Sign Language GenerationCode1
Towards Understanding and Mitigating Social Biases in Language ModelsCode1
Do Boat and Ocean Suggest Beach? Dialogue Summarization with External KnowledgeCode0
Abg-CoQA: Clarifying Ambiguity in Conversational Question AnsweringCode1
BARTScore: Evaluating Generated Text as Text GenerationCode1
Membership Inference on Word Embedding and Beyond0
Compression, Transduction, and Creation: A Unified Framework for Evaluating Natural Language Generation0
A Brief Study on the Effects of Training Generative Dialogue Models with a Semantic lossCode0
Do Encoder Representations of Generative Dialogue Models Encode Sufficient Information about the Task ?Code0
Transitional Adaptation of Pretrained Models for Visual Storytelling0
JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsCode1
Continuity of Topic, Interaction, and Query: Learning to Quote in Online ConversationsCode0
Continuation is a Sub-Task of Fill in the Blank: Why Not Train for Both?0
Automatic Construction of Evaluation Suites for Natural Language Generation Datasets0
Textual Data Distributions: Kullback Leibler Textual Distributions Contrasts on GPT-2 Generated Texts, with Supervised, Unsupervised Learning on Vaccine & Market Topics & Sentiment0
Efficient (Soft) Q-Learning for Text Generation with Limited Good DataCode1
Determinantal Beam Search0
Automatic Document Sketching: Generating Drafts from Analogous Texts0
Straight to the Gradient: Learning to Use Novel Tokens for Neural Text GenerationCode1
Bridging Subword Gaps in Pretrain-Finetune Paradigm for Natural Language Generation0
Zero-Shot Controlled Generation with Encoder-Decoder Transformers0
Local Explanation of Dialogue Response GenerationCode1
AUGNLG: Few-shot Natural Language Generation using Self-trained Data AugmentationCode1
ImaginE: An Imagination-Based Automatic Evaluation Metric for Natural Language Generation0
FastSeq: Make Sequence Generation FasterCode1
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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