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 25512600 of 5335 papers

TitleStatusHype
Improving Code-switched ASR with Linguistic Information0
Using Structured Content Plans for Fine-grained Syntactic Control in Pretrained Language Model Generation0
Quantifying Bias from Decoding Techniques in Natural Language GenerationCode0
Content Type Profiling of Data-to-Text Generation DatasetsCode0
Topicalization in Language Models: A Case Study on Japanese0
Multi-Attribute Controlled Text Generation with Contrastive-Generator and External-Discriminator0
CodeDSI: Differentiable Code Search0
Calibrating Sequence likelihood Improves Conditional Language Generation0
Synonym Detection Using Syntactic Dependency And Neural Embeddings0
DR.BENCH: Diagnostic Reasoning Benchmark for Clinical Natural Language Processing0
Co-Writing Screenplays and Theatre Scripts with Language Models: An Evaluation by Industry ProfessionalsCode3
FiD-Light: Efficient and Effective Retrieval-Augmented Text Generation0
UCEpic: Unifying Aspect Planning and Lexical Constraints for Generating Explanations in RecommendationCode0
WikiDes: A Wikipedia-Based Dataset for Generating Short Descriptions from ParagraphsCode1
EditEval: An Instruction-Based Benchmark for Text ImprovementsCode1
Knowledge Representation for Conceptual, Motivational, and Affective Processes in Natural Language Communication0
Informative Text Generation from Knowledge Triples0
Word to Sentence Visual Semantic Similarity for Caption Generation: Lessons Learned0
Controllable Text Generation for Open-Domain Creativity and Fairness0
Learning to Write with Coherence From Negative Examples0
DFX: A Low-latency Multi-FPGA Appliance for Accelerating Transformer-based Text Generation0
XF2T: Cross-lingual Fact-to-Text Generation for Low-Resource Languages0
Selecting Better Samples from Pre-trained LLMs: A Case Study on Question Generation0
Assessing ASR Model Quality on Disordered Speech using BERTScore0
PromptCast: A New Prompt-based Learning Paradigm for Time Series ForecastingCode1
EffEval: A Comprehensive Evaluation of Efficiency for MT Evaluation MetricsCode0
Selective Token Generation for Few-shot Natural Language GenerationCode0
Adaptive Natural Language Generation for Task-oriented Dialogue via Reinforcement LearningCode0
The Whole Truth and Nothing But the Truth: Faithful and Controllable Dialogue Response Generation with Dataflow Transduction and Constrained DecodingCode1
Text and Patterns: For Effective Chain of Thought, It Takes Two to Tango0
Distribution Aware Metrics for Conditional Natural Language Generation0
Graph-to-Text Generation with Dynamic Structure Pruning0
vec2text with Round-Trip Translations0
Visual Recipe Flow: A Dataset for Learning Visual State Changes of Objects with Recipe Flows0
Unified Generative & Dense Retrieval for Query Rewriting in Sponsored Search0
Chain of Explanation: New Prompting Method to Generate Higher Quality Natural Language Explanation for Implicit Hate Speech0
OPAL: Ontology-Aware Pretrained Language Model for End-to-End Task-Oriented Dialogue0
Data Feedback Loops: Model-driven Amplification of Dataset BiasesCode1
SynSciPass: detecting appropriate uses of scientific text generationCode0
Layer or Representation Space: What makes BERT-based Evaluation Metrics Robust?Code0
Multi-Figurative Language GenerationCode1
Bridging Music and Text with Crowdsourced Music Comments: A Sequence-to-Sequence Framework for Thematic Music Comments Generation0
The Effectiveness of Bidirectional Generative Patent Language Models0
Every picture tells a story: Image-grounded controllable stylistic story generation0
Multi-Modal Experience Inspired AI CreationCode1
A corpus for Automatic Article Analysis0
Entity-based De-noising Modeling for Controllable Dialogue Summarization0
Demonstrating EMMA: Embodied MultiModal Agent for Language-guided Action Execution in 3D Simulated Environments0
Generating Discourse Connectives with Pre-trained Language Models: Conditioning on Discourse Relations Helps Reconstruct the PDTBCode0
Unified Knowledge Prompt Pre-training for Customer Service Dialogues0
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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