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 19011950 of 5335 papers

TitleStatusHype
Contrastive Transformer Learning with Proximity Data Generation for Text-Based Person SearchCode0
GraphextQA: A Benchmark for Evaluating Graph-Enhanced Large Language ModelsCode0
Graphine: A Dataset for Graph-aware Terminology Definition GenerationCode0
Graph-based Keyword Planning for Legal Clause Generation from TopicsCode0
Contrastive Latent Variable Models for Neural Text GenerationCode0
GraphAgent: Agentic Graph Language AssistantCode0
Graph-based Uncertainty Metrics for Long-form Language Model OutputsCode0
Faithful Abstractive Summarization via Fact-aware Consistency-constrained TransformerCode0
Faithful Low-Resource Data-to-Text Generation through Cycle TrainingCode0
CLSEG: Contrastive Learning of Story Ending GenerationCode0
Guaranteed Generation from Large Language ModelsCode0
Audience-Centric Natural Language Generation via Style InfusionCode0
Continuous Language Model Interpolation for Dynamic and Controllable Text GenerationCode0
Towards Safer Pretraining: Analyzing and Filtering Harmful Content in Webscale datasets for Responsible LLMsCode0
Continuity of Topic, Interaction, and Query: Learning to Quote in Online ConversationsCode0
Fast and Simple Mixture of Softmaxes with BPE and Hybrid-LightRNN for Language GenerationCode0
ALTER: Auxiliary Text Rewriting Tool for Natural Language GenerationCode0
Geometric GANCode0
GeoExplainer: A Visual Analytics Framework for Spatial Modeling Contextualization and Report GenerationCode0
Contextualized Sequence Likelihood: Enhanced Confidence Scores for Natural Language GenerationCode0
Geographical Erasure in Language GenerationCode0
Toward Unified Controllable Text Generation via Regular Expression InstructionCode0
GLTR: Statistical Detection and Visualization of Generated TextCode0
Graph2Seq: Graph to Sequence Learning with Attention-based Neural NetworksCode0
Guided Attention for Interpretable Motion CaptioningCode0
Contrastive Error Attribution for Finetuned Language ModelsCode0
HTSS: A Novel Hybrid Text Summarisation and Simplification ArchitectureCode0
Contextualized Scene Imagination for Generative Commonsense ReasoningCode0
CoreGen: Contextualized Code Representation Learning for Commit Message GenerationCode0
Attribute Alignment: Controlling Text Generation from Pre-trained Language ModelsCode0
ConTextual: Improving Clinical Text Summarization in LLMs with Context-preserving Token Filtering and Knowledge GraphsCode0
GenerationPrograms: Fine-grained Attribution with Executable ProgramsCode0
Generative Modeling with DiffusionCode0
Generation of Indian Sign Language Letters, Numbers, and WordsCode0
Generating Signed Language Instructions in Large-Scale Dialogue SystemsCode0
All Should Be Equal in the Eyes of Language Models: Counterfactually Aware Fair Text GenerationCode0
Few-shot_LLM_Synthetic_Data_with_Distribution_MatchingCode0
AirDialogue: An Environment for Goal-Oriented Dialogue ResearchCode0
Generating Sentences from Disentangled Syntactic and Semantic SpacesCode0
CodePAD: Sequence-based Code Generation with Pushdown AutomatonCode0
Attention Is Not All You Need AnymoreCode0
Generating Text from Uniform Meaning RepresentationCode0
Attention Is Indeed All You Need: Semantically Attention-Guided Decoding for Data-to-Text NLGCode0
Context-Aware Visual Policy Network for Fine-Grained Image CaptioningCode0
Addressing the Challenges of Planning Language GenerationCode0
Align to Structure: Aligning Large Language Models with Structural InformationCode0
Generating Question-Answer HierarchiesCode0
Generating Self-Contained and Summary-Centric Question Answer Pairs via Differentiable Reward Imitation LearningCode0
Generating Text through Adversarial Training using Skip-Thought VectorsCode0
Context-aware Natural Language Generation with Recurrent Neural NetworksCode0
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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 (sample)BLEU-134.4Unverified
2Beam search + A*esque (beam)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