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 18011850 of 5335 papers

TitleStatusHype
HELPD: Mitigating Hallucination of LVLMs by Hierarchical Feedback Learning with Vision-enhanced Penalty DecodingCode0
Hierarchical Text Generation using an OutlineCode0
Automated Source Code Generation and Auto-completion Using Deep Learning: Comparing and Discussing Current Language-Model-Related ApproachesCode0
Controlling the Focus of Pretrained Language Generation ModelsCode0
Hashed Watermark as a Filter: Defeating Forging and Overwriting Attacks in Weight-based Neural Network WatermarkingCode0
Controlling Text Edition by Changing Answers of Specific QuestionsCode0
Adding A Filter Based on The Discriminator to Improve Unconditional Text GenerationCode0
Handling Divergent Reference Texts when Evaluating Table-to-Text GenerationCode0
Automated Medical Report Generation for ECG Data: Bridging Medical Text and Signal Processing with Deep LearningCode0
Handling Rare Items in Data-to-Text GenerationCode0
Automated learning of templates for data-to-text generation: comparing rule-based, statistical and neural methodsCode0
Explanation based In-Context Demonstrations Retrieval for Multilingual Grammatical Error CorrectionCode0
Controlling Large Language Model with Latent ActionsCode0
Controlling keywords and their positions in text generationCode0
Guided Neural Language Generation for Abstractive Summarization using Abstract Meaning RepresentationCode0
GTA: Gated Toxicity Avoidance for LM Performance PreservationCode0
Guaranteed Generation from Large Language ModelsCode0
Circuit Breaking: Removing Model Behaviors with Targeted AblationCode0
Controlled Text Generation with Hidden Representation TransformationsCode0
GSD: Generalized Stochastic DecodingCode0
Guided Attention for Interpretable Motion CaptioningCode0
Hallucination, Monofacts, and Miscalibration: An Empirical InvestigationCode0
Improving Fluency in Narrative Text Generation With Grammatical Transformations and Probabilistic ParsingCode0
GraphText: Graph Reasoning in Text SpaceCode0
Graph Transformer for Graph-to-Sequence LearningCode0
Graphine: A Dataset for Graph-aware Terminology Definition GenerationCode0
GraphextQA: A Benchmark for Evaluating Graph-Enhanced Large Language ModelsCode0
SweCTRL-Mini: a data-transparent Transformer-based large language model for controllable text generation in SwedishCode0
Syn3DTxt: Embedding 3D Cues for Scene Text GenerationCode0
SynSciPass: detecting appropriate uses of scientific text generationCode0
GreekBART: The First Pretrained Greek Sequence-to-Sequence ModelCode0
Graph-based Keyword Planning for Legal Clause Generation from TopicsCode0
CHIME: Cross-passage Hierarchical Memory Network for Generative Review Question AnsweringCode0
SyntaxShap: Syntax-aware Explainability Method for Text GenerationCode0
Graph-based Uncertainty Metrics for Long-form Language Model OutputsCode0
Controlled Text Generation for Black-box Language Models via Score-based Progressive EditorCode0
GraphAgent: Agentic Graph Language AssistantCode0
Grounded Intuition of GPT-Vision's Abilities with Scientific ImagesCode0
Controlled LLM Decoding via Discrete Auto-regressive BiasingCode0
Controlled Language Generation for Language Learning ItemsCode0
AMRFact: Enhancing Summarization Factuality Evaluation with AMR-Driven Negative Samples GenerationCode0
Table-to-Text Generation with Effective Hierarchical Encoder on Three Dimensions (Row, Column and Time)Code0
AD-H: Autonomous Driving with Hierarchical AgentsCode0
A Modern Turkish Poet: Fine-Tuned GPT-2Code0
Assaying on the Robustness of Zero-Shot Machine-Generated Text DetectorsCode0
Graph2Seq: Graph to Sequence Learning with Attention-based Neural NetworksCode0
A Misleading Gallery of Fluid Motion by Generative Artificial IntelligenceCode0
Geographical Erasure in Language GenerationCode0
Exploring Naive Approaches to Tell Apart LLMs Productions from Human-written TextCode0
GeoExplainer: A Visual Analytics Framework for Spatial Modeling Contextualization and Report GenerationCode0
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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