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 41014150 of 5335 papers

TitleStatusHype
Natural Language Generation enhances human decision-making with uncertain information0
Natural Language Generation for Visualizations: State of the Art, Challenges and Future Directions0
Natural Language Generation for Advertising: A Survey0
Natural Language Generation for a Smart Biology Textbook0
Natural Language Generation for Nature Conservation: Automating Feedback to Help Volunteers Identify Bumblebee Species0
Natural Language Generation for Non-Expert Users0
Natural Language Generation for Polysynthetic Languages: Language Teaching and Learning Software for Kanyen'k\'eha (Mohawk)0
Natural Language Generation for Spoken Dialogue System using RNN Encoder-Decoder Networks0
Natural Language Generation from Pictographs0
Natural Language Generation from Visual Sequences: Challenges and Future Directions0
Natural Language Generation in Dialogue using Lexicalized and Delexicalized Data0
Natural Language Generation in Healthcare: A Review of Methods and Applications0
Natural Language Generation: Recently Learned Lessons, Directions for Semantic Representation-based Approaches, and the Case of Brazilian Portuguese Language0
Natural Language Generation through Character-based RNNs with Finite-state Prior Knowledge0
Natural Language Generation with Vocabulary Constraints0
Natural Language Processing for Dialects of a Language: A Survey0
Natural Language Statistical Features of LSTM-generated Texts0
Naturalness Evaluation of Natural Language Generation in Task-oriented Dialogues using BERT0
Natural- to formal-language generation using Tensor Product Representations0
Naver Labs Europe's Systems for the Document-Level Generation and Translation Task at WNGT 20190
Navigating the Black Box: Leveraging LLMs for Effective Text-Level Graph Injection Attacks0
Navigating the Grey Area: How Expressions of Uncertainty and Overconfidence Affect Language Models0
Navigating the Path of Writing: Outline-guided Text Generation with Large Language Models0
Nearest Neighbor Non-autoregressive Text Generation0
Neural Assistant: Joint Action Prediction, Response Generation, and Latent Knowledge Reasoning0
Neural-based Natural Language Generation in Dialogue using RNN Encoder-Decoder with Semantic Aggregation0
Neural Clinical Paraphrase Generation with Attention0
Neural Contextual Reinforcement Framework for Logical Structure Language Generation0
Neural Data-to-Text Generation Based on Small Datasets: Comparing the Added Value of Two Semi-Supervised Learning Approaches on Top of a Large Language Model0
Neural Data-to-Text Generation via Jointly Learning the Segmentation and Correspondence0
Neural Data-to-Text Generation with Dynamic Content Planning0
Neural Data-to-Text Generation with LM-based Text Augmentation0
Neural-Driven Multi-criteria Tree Search for Paraphrase Generation0
Neural Headline Generation on Abstract Meaning Representation0
Neural Knowledge Bank for Pretrained Transformers0
Neural Language Generation for a Turkish Task-Oriented Dialogue System0
Neural Language Generation: Formulation, Methods, and Evaluation0
Neural Machine Translation For Paraphrase Generation0
Neural Micro-Planning for Data to Text Generation Produces more Cohesive Text0
Neural Multi-task Text Normalization and Sanitization with Pointer-Generator0
Neural Net Models of Open-domain Discourse Coherence0
Neural Paraphrase Generation using Transfer Learning0
Neural paraphrasing by automatically crawled and aligned sentence pairs0
Neural Pipeline for Zero-Shot Data-to-Text Generation0
Neural Response Generation for Customer Service based on Personality Traits0
Neural Rule-Execution Tracking Machine For Transformer-Based Text Generation0
Neural sentence generation from formal semantics0
Neural Sentence Ordering0
Neural Text Generation: A Practical Guide0
Neural Text Generation in Stories Using Entity Representations as Context0
Show:102550
← PrevPage 83 of 107Next →

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