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 18511900 of 5335 papers

TitleStatusHype
Controlled Language Generation for Language Learning ItemsCode0
AMRFact: Enhancing Summarization Factuality Evaluation with AMR-Driven Negative Samples GenerationCode0
AD-H: Autonomous Driving with Hierarchical AgentsCode0
GTA: Gated Toxicity Avoidance for LM Performance PreservationCode0
A Modern Turkish Poet: Fine-Tuned GPT-2Code0
GSD: Generalized Stochastic DecodingCode0
Guaranteed Generation from Large Language ModelsCode0
HeavyWater and SimplexWater: Watermarking Low-Entropy Text DistributionsCode0
GreekBART: The First Pretrained Greek Sequence-to-Sequence ModelCode0
Graph Transformer for Graph-to-Sequence LearningCode0
Adaptive Compression of the Latent Space in Variational AutoencodersCode0
Exploring Transformers in Natural Language Generation: GPT, BERT, and XLNetCode0
Grounded Intuition of GPT-Vision's Abilities with Scientific ImagesCode0
A Misleading Gallery of Fluid Motion by Generative Artificial IntelligenceCode0
Graphine: A Dataset for Graph-aware Terminology Definition GenerationCode0
GraphText: Graph Reasoning in Text SpaceCode0
Graph-based Keyword Planning for Legal Clause Generation from TopicsCode0
A User-Friendly Framework for Generating Model-Preferred Prompts in Text-to-Image SynthesisCode0
Graph-based Uncertainty Metrics for Long-form Language Model OutputsCode0
Graph2Seq: Graph to Sequence Learning with Attention-based Neural NetworksCode0
GraphAgent: Agentic Graph Language AssistantCode0
Controllable Multi-Character Psychology-Oriented Story GenerationCode0
AmbigNLG: Addressing Task Ambiguity in Instruction for NLGCode0
Triple-to-Text: Converting RDF Triples into High-Quality Natural Languages via Optimizing an Inverse KL DivergenceCode0
GraphextQA: A Benchmark for Evaluating Graph-Enhanced Large Language ModelsCode0
GRS: Combining Generation and Revision in Unsupervised Sentence SimplificationCode0
Extracting and Encoding: Leveraging Large Language Models and Medical Knowledge to Enhance Radiological Text RepresentationCode0
Controllable Citation Sentence Generation with Language ModelsCode0
GLTR: Statistical Detection and Visualization of Generated TextCode0
Amazon-M2: A Multilingual Multi-locale Shopping Session Dataset for Recommendation and Text GenerationCode0
The Power of Summary-Source AlignmentsCode0
Extrinsic Evaluation of Cultural Competence in Large Language ModelsCode0
Control-DAG: Constrained Decoding for Non-Autoregressive Directed Acyclic T5 using Weighted Finite State AutomataCode0
The RLLChatbot: a solution to the ConvAI challengeCode0
A Unified Framework for Slot based Response Generation in a Multimodal Dialogue SystemCode0
Contrastive Transformer Learning with Proximity Data Generation for Text-Based Person SearchCode0
GeoExplainer: A Visual Analytics Framework for Spatial Modeling Contextualization and Report GenerationCode0
Geographical Erasure in Language GenerationCode0
GENIE: Toward Reproducible and Standardized Human Evaluation for Text GenerationCode0
Contrastive Latent Variable Models for Neural Text GenerationCode0
Geometric GANCode0
Generation of Indian Sign Language Letters, Numbers, and WordsCode0
GenerationPrograms: Fine-grained Attribution with Executable ProgramsCode0
Audience-Centric Natural Language Generation via Style InfusionCode0
Generative Modeling with DiffusionCode0
Continuous Language Model Interpolation for Dynamic and Controllable Text GenerationCode0
Continuity of Topic, Interaction, and Query: Learning to Quote in Online ConversationsCode0
To Burst or Not to Burst: Generating and Quantifying Improbable TextCode0
ALTER: Auxiliary Text Rewriting Tool for Natural Language GenerationCode0
Generating Signed Language Instructions in Large-Scale Dialogue SystemsCode0
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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