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 30013050 of 5335 papers

TitleStatusHype
Toward Natural Language Mitigation Strategies for Cognitive Biases in Recommender Systems0
Towards Abstractive Multi-Document Summarization Using Submodular Function-Based Framework, Sentence Compression and Merging0
Towards a Classification of Open-Source ML Models and Datasets for Software Engineering0
Towards a Description of Symbolic Maps0
Towards AMR-BR: A SemBank for Brazilian Portuguese Language0
Towards a music-language mapping0
Towards an Automatic Assessment of Crowdsourced Data for NLU0
Towards an Entertaining Natural Language Generation System: Linguistic Peculiarities of Japanese Fictional Characters0
Towards a Science Exocortex0
Towards a Sentiment-Aware Conversational Agent0
Towards a Surface Realization-Oriented Corpus Annotation0
Towards a Universal NLG for Dialogue Systems and Simulators with Future Bridging0
Towards Automated Psychotherapy via Language Modeling0
Towards Automatic Evaluation of Dialog Systems: A Model-Free Off-Policy Evaluation Approach0
Towards Automatic Generation of Product Reviews from Aspect-Sentiment Scores0
Towards Automatic Online Hate Speech Intervention Generation using Pretrained Language Model0
Towards Brain-to-Text Generation: Neural Decoding with Pre-trained Encoder-Decoder Models0
Towards Conditioning Clinical Text Generation for User Control0
Towards Content Transfer through Grounded Text Generation0
Controllable Protein Design with Language Models0
Towards Controllable Story Generation0
Towards Controlled Table-to-Text Generation with Scientific Reasoning0
Towards Conversational Humor Analysis and Design0
Towards Cost-Effective Reward Guided Text Generation0
Towards Debate Automation: a Recurrent Model for Predicting Debate Winners0
Towards Detecting Counter-considerations in Text0
Towards Detecting LLMs Hallucination via Markov Chain-based Multi-agent Debate Framework0
Towards Diverse and Efficient Audio Captioning via Diffusion Models0
Towards Efficient Multi-LLM Inference: Characterization and Analysis of LLM Routing and Hierarchical Techniques0
AceCoder: Utilizing Existing Code to Enhance Code Generation0
Towards Faithfulness in Open Domain Table-to-text Generation from an Entity-centric View0
Towards Faithful Neural Table-to-Text Generation with Content-Matching Constraints0
Towards Finite-State Morphology of Kurdish0
Towards Flexible, Small-Domain Surface Generation: Combining Data-Driven and Grammatical Approaches0
Towards Full Authorship with AI: Supporting Revision with AI-Generated Views0
Towards Generating Colour Terms for Referents in Photographs: Prefer the Expected or the Unexpected?0
Towards Generating Effective Explanations of Logical Formulas: Challenges and Strategies0
Towards Generating Long and Coherent Text with Multi-Level Latent Variable Models0
Towards Generating Personalized Hospitalization Summaries0
Towards Harnessing Natural Language Generation to Explain Black-box Models0
Towards Hybrid Human-Machine Workflow for Natural Language Generation0
Towards Imperceptible Document Manipulations against Neural Ranking Models0
Towards information-rich, logical text generation with knowledge-enhanced neural models0
Towards Language Modelling in the Speech Domain Using Sub-word Linguistic Units0
Towards Lightweight, Adaptive and Attribute-Aware Multi-Aspect Controllable Text Generation with Large Language Models0
Towards LLM Guardrails via Sparse Representation Steering0
Towards making NLG a voice for interpretable Machine Learning0
Towards Massive Multilingual Holistic Bias0
Towards More Effective Table-to-Text Generation: Assessing In-Context Learning and Self-Evaluation with Open-Source Models0
Towards more variation in text generation: Developing and evaluating variation models for choice of referential form0
Show:102550
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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