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 46014650 of 5335 papers

TitleStatusHype
Improving Variational Autoencoder for Text Modelling with Timestep-Wise RegularisationCode0
A General Benchmarking Framework for Text GenerationCode0
Emotional Neural Language Generation Grounded in Situational ContextsCode0
Rate, Explain and Cite (REC): Enhanced Explanation and Attribution in Automatic Evaluation by Large Language ModelsCode0
Improving User Controlled Table-To-Text Generation RobustnessCode0
Towards a Decomposable Metric for Explainable Evaluation of Text Generation from AMRCode0
Arithmetic-Based Pretraining -- Improving Numeracy of Pretrained Language ModelsCode0
MAKIEval: A Multilingual Automatic WiKidata-based Framework for Cultural Awareness Evaluation for LLMsCode0
Making Language Model a Hierarchical Classifier and GeneratorCode0
ReZG: Retrieval-Augmented Zero-Shot Counter Narrative Generation for Hate SpeechCode0
Improving Specificity in Review Response Generation with Data-Driven Data FilteringCode0
TIGS: An Inference Algorithm for Text Infilling with Gradient SearchCode0
What Comes Next? Evaluating Uncertainty in Neural Text Generators Against Human Production VariabilityCode0
Audio Caption in a Car Setting with a Sentence-Level LossCode0
SweCTRL-Mini: a data-transparent Transformer-based large language model for controllable text generation in SwedishCode0
A Dynamic Speaker Model for Conversational InteractionsCode0
Understanding In-Context Learning from RepetitionsCode0
Content preserving text generation with attribute controlsCode0
Improving RAG for Personalization with Author Features and Contrastive ExamplesCode0
Syn3DTxt: Embedding 3D Cues for Scene Text GenerationCode0
Does Human Collaboration Enhance the Accuracy of Identifying LLM-Generated Deepfake Texts?Code0
SynSciPass: detecting appropriate uses of scientific text generationCode0
LLM Comparative Assessment: Zero-shot NLG Evaluation through Pairwise Comparisons using Large Language ModelsCode0
ReAGent: A Model-agnostic Feature Attribution Method for Generative Language ModelsCode0
A Neural Local Coherence ModelCode0
Syntactic Manipulation for Generating more Diverse and Interesting TextsCode0
ReFusion: Improving Natural Language Understanding with Computation-Efficient Retrieval Representation FusionCode0
Improving Language Generation with Sentence Coherence ObjectiveCode0
MASIVE: Open-Ended Affective State Identification in English and SpanishCode0
Syntactic realization with data-driven neural tree grammarsCode0
Masked Mixers for Language Generation and RetrievalCode0
Towards Attribute-Entangled Controllable Text Generation: A Pilot Study of Blessing GenerationCode0
Automatic Opinion Question GenerationCode0
Improving Fluency in Narrative Text Generation With Grammatical Transformations and Probabilistic ParsingCode0
Improved Variational Autoencoders for Text Modeling using Dilated ConvolutionsCode0
Embedded Named Entity Recognition using Probing ClassifiersCode0
Improved Document Modelling with a Neural Discourse ParserCode0
Efficient Sparse Attention needs Adaptive Token ReleaseCode0
Reasoning About Pragmatics with Neural Listeners and SpeakersCode0
Syntax Controlled Knowledge Graph-to-Text Generation with Order and Semantic ConsistencyCode0
Reasoning RAG via System 1 or System 2: A Survey on Reasoning Agentic Retrieval-Augmented Generation for Industry ChallengesCode0
Effective Distillation of Table-based Reasoning Ability from LLMsCode0
Implicit Premise Generation with Discourse-aware Commonsense Knowledge ModelsCode0
EEL: Efficiently Encoding Lattices for RerankingCode0
EDM3: Event Detection as Multi-task Text GenerationCode0
Vec2Sent: Probing Sentence Embeddings with Natural Language GenerationCode0
ConMe: Rethinking Evaluation of Compositional Reasoning for Modern VLMsCode0
Implicit Deep Latent Variable Models for Text GenerationCode0
MCiteBench: A Multimodal Benchmark for Generating Text with CitationsCode0
Understanding the Effects of Human-written Paraphrases in LLM-generated Text DetectionCode0
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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