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

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Showing 2751–2800 of 5335 papers

TitleStatusHype
A Systematic Study of Knowledge Distillation for Natural Language Generation with Pseudo-Target TrainingCode0
Privacy-Preserving In-Context Learning for Large Language Models—0
Bridging the Gap: A Survey on Integrating (Human) Feedback for Natural Language Generation—0
ChatGPT in the Classroom: An Analysis of Its Strengths and Weaknesses for Solving Undergraduate Computer Science Questions—0
Text-Blueprint: An Interactive Platform for Plan-based Conditional Generation—0
ChatGPT vs State-of-the-Art Models: A Benchmarking Study in Keyphrase Generation Task—0
SweCTRL-Mini: a data-transparent Transformer-based large language model for controllable text generation in SwedishCode0
Controlled Text Generation with Natural Language Instructions—0
Multidimensional Evaluation for Text Style Transfer Using ChatGPTCode0
Prompting GPT-3.5 for Text-to-SQL with De-semanticization and Skeleton Retrieval—0
Evaluating Inter-Bilingual Semantic Parsing for Indian LanguagesCode0
GlyphDiffusion: Text Generation as Image Generation—0
Which Factors Predict the Chat Experience of a Natural Language Generation Dialogue Service?—0
Joint Repetition Suppression and Content Moderation of Large Language Models—0
Controlling keywords and their positions in text generationCode0
Towards Zero-Shot Personalized Table-to-Text Generation with Contrastive Persona Distillation—0
An In-depth Investigation of User Response Simulation for Conversational Search—0
VISAR: A Human-AI Argumentative Writing Assistant with Visual Programming and Rapid Draft Prototyping—0
Stochastic Code Generation—0
How Useful are Educational Questions Generated by Large Language Models?—0
Shall We Pretrain Autoregressive Language Models with Retrieval? A Comprehensive Study—0
ChatGPT Beyond English: Towards a Comprehensive Evaluation of Large Language Models in Multilingual Learning—0
Training Large Language Models Efficiently with Sparsity and Dataflow—0
Decoder-Only or Encoder-Decoder? Interpreting Language Model as a Regularized Encoder-Decoder—0
GreekBART: The First Pretrained Greek Sequence-to-Sequence ModelCode0
Does Human Collaboration Enhance the Accuracy of Identifying LLM-Generated Deepfake Texts?Code0
AceCoder: Utilizing Existing Code to Enhance Code Generation—0
Decoding the End-to-end Writing Trajectory in Scholarly ManuscriptsCode0
CQSumDP: A ChatGPT-Annotated Resource for Query-Focused Abstractive Summarization Based on Debatepedia—0
Comparing Abstractive Summaries Generated by ChatGPT to Real Summaries Through Blinded Reviewers and Text Classification Algorithms—0
Evaluating NLG systems: A brief introduction—0
On Codex Prompt Engineering for OCL Generation: An Empirical Study—0
Comparative Analysis of CHATGPT and the evolution of language models—0
ChatGPT as a Factual Inconsistency Evaluator for Text Summarization—0
AI-Generated Content (AIGC): A Survey—0
Large Language Models for Healthcare Data Augmentation: An Example on Patient-Trial Matching—0
CoBIT: A Contrastive Bi-directional Image-Text Generation Model—0
JaCoText: A Pretrained Model for Java Code-Text Generation—0
XWikiGen: Cross-lingual Summarization for Encyclopedic Text Generation in Low Resource LanguagesCode0
Code-Switching Text Generation and Injection in Mandarin-English ASR—0
Revisiting Automatic Question Summarization Evaluation in the Biomedical Domain—0
SPDF: Sparse Pre-training and Dense Fine-tuning for Large Language Models—0
Enhancing Text Generation with Cooperative TrainingCode0
DeltaScore: Fine-Grained Story Evaluation with PerturbationsCode0
Automated Query Generation for Evidence Collection from Web Search Engines—0
Input-length-shortening and text generation via attention values—0
Diffusion Models in NLP: A Survey—0
Mapping the Design Space of Interactions in Human-AI Text Co-creation Tasks—0
An Overview on Language Models: Recent Developments and Outlook—0
Stealing the Decoding Algorithms of Language ModelsCode0
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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