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 1051–1100 of 5335 papers

TitleStatusHype
CTRL: A Conditional Transformer Language Model for Controllable GenerationCode1
Select and Attend: Towards Controllable Content Selection in Text GenerationCode1
Out-of-domain Detection for Natural Language Understanding in Dialog SystemsCode1
The Woman Worked as a Babysitter: On Biases in Language GenerationCode1
Image Captioning with Sparse Recurrent Neural NetworkCode1
Transforming Delete, Retrieve, Generate Approach for Controlled Text Style TransferCode1
Neural Text Generation with Unlikelihood TrainingCode1
Hello, It's GPT-2 -- How Can I Help You? Towards the Use of Pretrained Language Models for Task-Oriented Dialogue SystemsCode1
Dual Supervised Learning for Natural Language Understanding and GenerationCode1
BERTScore: Evaluating Text Generation with BERTCode1
Jointly Measuring Diversity and Quality in Text Generation ModelsCode1
Text Generation from Knowledge Graphs with Graph TransformersCode1
fairseq: A Fast, Extensible Toolkit for Sequence ModelingCode1
What makes a good conversation? How controllable attributes affect human judgmentsCode1
Language Models are Unsupervised Multitask LearnersCode1
Generating Market Comments Referring to External ResourcesCode1
Deep Graph Convolutional Encoders for Structured Data to Text GenerationCode1
Paragraph-level Neural Question Generation with Maxout Pointer and Gated Self-attention NetworksCode1
Learning to Generate Move-by-Move Commentary for Chess Games from Large-Scale Social Forum DataCode1
Toward Diverse Text Generation with Inverse Reinforcement LearningCode1
Texygen: A Benchmarking Platform for Text Generation ModelsCode1
Convolutional Image CaptioningCode1
Diverse Beam Search: Decoding Diverse Solutions from Neural Sequence ModelsCode1
Modeling Context in Referring ExpressionsCode1
Latent Predictor Networks for Code GenerationCode1
A Hierarchical Neural Autoencoder for Paragraphs and DocumentsCode1
Show and Tell: A Neural Image Caption GeneratorCode1
Synthetic Data and Artificial Neural Networks for Natural Scene Text RecognitionCode1
Generating Sequences With Recurrent Neural NetworksCode1
Making Language Model a Hierarchical Classifier and GeneratorCode0
Hashed Watermark as a Filter: Defeating Forging and Overwriting Attacks in Weight-based Neural Network WatermarkingCode0
Exploiting Leaderboards for Large-Scale Distribution of Malicious Models—0
FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation—0
CLI-RAG: A Retrieval-Augmented Framework for Clinically Structured and Context Aware Text Generation with LLMs—0
OpenFActScore: Open-Source Atomic Evaluation of Factuality in Text GenerationCode0
Advancing Offline Handwritten Text Recognition: A Systematic Review of Data Augmentation and Generation Techniques—0
CoSteer: Collaborative Decoding-Time Personalization via Local Delta Steering—0
The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems—0
CAVALRY-V: A Large-Scale Generator Framework for Adversarial Attacks on Video MLLMs—0
Cat and Mouse -- Can Fake Text Generation Outpace Detector Systems?—0
Mitigating Hallucination of Large Vision-Language Models via Dynamic Logits CalibrationCode0
Compressed and Smooth Latent Space for Text Diffusion Modeling—0
COIN: Uncertainty-Guarding Selective Question Answering for Foundation Models with Provable Risk Guarantees—0
Mastering Multiple-Expert Routing: Realizable H-Consistency and Strong Guarantees for Learning to Defer—0
Uncovering Hidden Violent Tendencies in LLMs: A Demographic Analysis via Behavioral Vignettes—0
Spotting Out-of-Character Behavior: Atomic-Level Evaluation of Persona Fidelity in Open-Ended GenerationCode0
Plan for Speed -- Dilated Scheduling for Masked Diffusion Language Models—0
From General to Targeted Rewards: Surpassing GPT-4 in Open-Ended Long-Context Generation—0
S^4C: Speculative Sampling with Syntactic and Semantic Coherence for Efficient Inference of Large Language Models—0
Human-Centered Editable Speech-to-Sign-Language Generation via Streaming Conformer-Transformer and Resampling Hook—0
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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