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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 3351–3400 of 5335 papers

TitleStatusHype
Accelerating LLaMA Inference by Enabling Intermediate Layer Decoding via Instruction Tuning with LITE—0
Accumulator-Aware Post-Training Quantization—0
A Challenge Proposal for Narrative Generation Using CNLs—0
A Challenge to the Third Hoshi Shinichi Award—0
A Character-based Diffusion Embedding Algorithm for Enhancing the Generation Quality of Generative Linguistic Steganographic Texts—0
A Closer Look at Recent Results of Verb Selection for Data-to-Text NLG—0
A Combined Encoder and Transformer Approach for Coherent and High-Quality Text Generation—0
A Commercial Perspective on Reference—0
A Comparative Evaluation Methodology for NLG in Interactive Systems—0
A Comparative Study of Weighting Schemes for the Interpretation of Spoken Referring Expressions—0
A Comparative Study on Non-Autoregressive Modelings for Speech-to-Text Generation—0
A Comparison of LSTM and BERT for Small Corpus—0
Evaluating, Understanding, and Improving Constrained Text Generation for Large Language Models—0
A Comprehensive Survey of Bias in LLMs: Current Landscape and Future Directions—0
A Comprehensive Survey of Natural Language Generation Advances from the Perspective of Digital Deception—0
A Compression-Compilation Framework for On-mobile Real-time BERT Applications—0
A Context-aware Convolutional Natural Language Generation model for Dialogue Systems—0
A Context-aware Natural Language Generator for Dialogue Systems—0
A Context-aware Natural Language Generator for Dialogue Systems—0
A Corpus-based Approach to Linguistic Function—0
A corpus for Automatic Article Analysis—0
A Corpus of Gesture-Annotated Dialogues for Monologue-to-Dialogue Generation from Personal Narratives—0
A Critical Look At Tokenwise Reward-Guided Text Generation—0
A Cross-Language Investigation into Jailbreak Attacks in Large Language Models—0
Active Learning for Natural Language Generation—0
Adapting Descriptions of People to the Point of View of a Moving Observer—0
Adapting Graph Summaries to the Users' Reading Levels—0
Adapting LLMs for Efficient Context Processing through Soft Prompt Compression—0
Adapting Neural Single-Document Summarization Model for Abstractive Multi-Document Summarization: A Pilot Study—0
Adapting Pre-trained Generative Models for Extractive Question Answering—0
Adapting SimpleNLG for Bilingual English-French Realisation—0
Adapting SimpleNLG for Brazilian Portuguese realisation—0
Adapting SimpleNLG to Spanish—0
Adaptive Label Smoothing with Self-Knowledge in Natural Language Generation—0
Adaptive Layer-skipping in Pre-trained LLMs—0
Adaptive Preference Scaling for Reinforcement Learning with Human Feedback—0
Adaptive Pruning for Large Language Models with Structural Importance Awareness—0
A Data-Driven Investigation of Noise-Adaptive Utterance Generation with Linguistic Modification—0
Adding guardrails to advanced chatbots—0
Adding Syntactic Annotations to Flickr30k Entities Corpus for Multimodal Ambiguous Prepositional-Phrase Attachment Resolution—0
Adding the Third Dimension to Spatial Relation Detection in 2D Images—0
A Concept Specification and Abstraction-based Semantic Representation: Addressing the Barriers to Rule-based Machine Translation—0
A Decision-Theoretic Approach to Natural Language Generation—0
A Deep Ensemble Model with Slot Alignment for Sequence-to-Sequence Natural Language Generation—0
A Deep Reinforcement Learning Chatbot—0
A Deep Reinforcement Learning Chatbot (Short Version)—0
A demo of FORGe: the Pompeu Fabra Open Rule-based Generator—0
A Dependency Edge-based Transfer Model for Statistical Machine Translation—0
ADEQA: A Question Answer based approach for joint ADE-Suspect Extraction using Sequence-To-Sequence Transformers—0
A Dialogue System for Assessing Activities of Daily Living: Improving Consistency with Grounded Knowledge—0
Show:102550
← PrevPage 68 of 107Next →
All datasetsDARTCOCO CaptionsEMNLP2017 WMTReDialCommonGenROCStoriesChinese PoemsCzech restaurant informationOpenWebTextSciQYahoo QuestionsADGEN

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1T5B BaselineBLEU48.74—Unverified
2FactT5BBLEU48.37—Unverified
3JointGT BaselineBLEU47.51—Unverified
4FactJointGTBLEU47.39—Unverified
5Control Prefixes (T5-large)METEOR0.41—Unverified
6T5METEOR0.12—Unverified
7BARTMETEOR0.11—Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.95—Unverified
2partGANBLEU-20.91—Unverified
3RankGANBLEU-20.85—Unverified
4RelGAN (100)BLEU-20.85—Unverified
5SeqGANBLEU-20.83—Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.96—Unverified
2PPOGANBLEU-20.91—Unverified
3RelGANBLEU-20.88—Unverified
4SeqGANBLEU-20.86—Unverified
5RankGANBLEU-20.78—Unverified
#ModelMetricClaimedVerifiedStatus
1UniCRSDistinct-30.65—Unverified
2CRFRDistinct-30.52—Unverified
3KGSFDistinct-30.43—Unverified
4C2CRSDistinct-30.33—Unverified
5KBRDDistinct-30.3—Unverified
#ModelMetricClaimedVerifiedStatus
1UniLMCIDEr14.92—Unverified
2BART (TextBox 2.0)CIDEr12.98—Unverified
3BARTMETEOR0.3—Unverified
4T5METEOR0.29—Unverified
#ModelMetricClaimedVerifiedStatus
1Beam search + A*esque (beam)BLEU-134.4—Unverified
2Beam search + A*esque (sample)BLEU-134.4—Unverified
3Beam search + A*esque (greedy)BLEU-134.3—Unverified
4Beam searchBLEU-133.7—Unverified
#ModelMetricClaimedVerifiedStatus
1RankGANBLEU-20.81—Unverified
2SeqGANBLEU-20.74—Unverified
3LeakGANBLEU-20.46—Unverified
#ModelMetricClaimedVerifiedStatus
1TGen++METEOR0.17—Unverified
2TGenMETEOR0.15—Unverified
3TGen+METEOR0.15—Unverified
#ModelMetricClaimedVerifiedStatus
1GPT2-124Meval_loss3.12—Unverified
2GPT2-81M-LOOPeval_loss3.11—Unverified
3GPT2-Hermiteeval_loss2.91—Unverified
#ModelMetricClaimedVerifiedStatus
1LLaMA-65B+CFG (zero-shot)Accuracy96.6—Unverified
2LLaMA-30B+CFG (zero-shot)Accuracy96.4—Unverified
3LLaMA-13B+CFG (zero-shot)Accuracy95.1—Unverified
#ModelMetricClaimedVerifiedStatus
1CNN-VAENLL332.1—Unverified
2SA-VAENLL327.5—Unverified
3Aggressive VAENLL326.7—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)BLEU-410.2—Unverified
#ModelMetricClaimedVerifiedStatus
1STWGAN-GPBLEU-30.62—Unverified
#ModelMetricClaimedVerifiedStatus
1PALMROUGE-L41.41—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L64.34—Unverified
#ModelMetricClaimedVerifiedStatus
1AEM+AttentionBLEU-114.17—Unverified
#ModelMetricClaimedVerifiedStatus
1GPT-4ASR65.1—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L42.96—Unverified
#ModelMetricClaimedVerifiedStatus
1Graph2SeqBLEU22—Unverified
#ModelMetricClaimedVerifiedStatus
1WGANGP + DGflowJS-40.19—Unverified