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 701750 of 5335 papers

TitleStatusHype
Img2Loc: Revisiting Image Geolocalization using Multi-modality Foundation Models and Image-based Retrieval-Augmented GenerationCode1
Implicit Representations of Meaning in Neural Language ModelsCode1
Diffusion Models for Non-autoregressive Text Generation: A SurveyCode1
Can Language Models Make Fun? A Case Study in Chinese Comical CrosstalkCode1
Leftover Lunch: Advantage-based Offline Reinforcement Learning for Language ModelsCode1
DALD: Improving Logits-based Detector without Logits from Black-box LLMsCode1
AutoAD: Movie Description in ContextCode1
DeCap: Decoding CLIP Latents for Zero-Shot Captioning via Text-Only TrainingCode1
Can Knowledge Graphs Simplify Text?Code1
IndicBART: A Pre-trained Model for Indic Natural Language GenerationCode1
Data-to-text Generation with Macro PlanningCode1
Data-to-text Generation with Variational Sequential PlanningCode1
Beyond Opinion Mining: Summarizing Opinions of Customer ReviewsCode1
iNLTK: Natural Language Toolkit for Indic LanguagesCode1
Deep Graph Convolutional Encoders for Structured Data to Text GenerationCode1
INSTRUCTSCORE: Explainable Text Generation Evaluation with Finegrained FeedbackCode1
Interactive Fiction Game Playing as Multi-Paragraph Reading Comprehension with Reinforcement LearningCode1
Interpreting Language Models with Contrastive ExplanationsCode1
Data-QuestEval: A Referenceless Metric for Data-to-Text Semantic EvaluationCode1
Is Reinforcement Learning (Not) for Natural Language Processing: Benchmarks, Baselines, and Building Blocks for Natural Language Policy OptimizationCode1
JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsCode1
Joint Localization and Activation Editing for Low-Resource Fine-TuningCode1
Just Say No: Analyzing the Stance of Neural Dialogue Generation in Offensive ContextsCode1
KCTS: Knowledge-Constrained Tree Search Decoding with Token-Level Hallucination DetectionCode1
A Methodology for Generative Spelling Correction via Natural Spelling Errors Emulation across Multiple Domains and LanguagesCode1
Bidimensional Leaderboards: Generate and Evaluate Language Hand in HandCode1
Data-to-Text Bilingual GenerationCode1
Knowledge-Augmented Language Model VerificationCode1
Bounding the Capabilities of Large Language Models in Open Text Generation with Prompt ConstraintsCode1
Knowledge-Enriched Natural Language GenerationCode1
Binary and Ternary Natural Language GenerationCode1
ENT-DESC: Entity Description Generation by Exploring Knowledge GraphCode1
A Universal Question-Answering Platform for Knowledge GraphsCode1
Data Generation for Post-OCR correction of Cyrillic handwritingCode1
Data-to-Text Generation with Iterative Text EditingCode1
Biomedical Data-to-Text Generation via Fine-Tuning TransformersCode1
Causal-aware Safe Policy Improvement for Task-oriented dialogueCode1
CTRLEval: An Unsupervised Reference-Free Metric for Evaluating Controlled Text GenerationCode1
Cascaded Text Generation with Markov TransformersCode1
LaKo: Knowledge-driven Visual Question Answering via Late Knowledge-to-Text InjectionCode1
Towards Reliable Detection of LLM-Generated Texts: A Comprehensive Evaluation Framework with CUDRTCode1
Lana: A Language-Capable Navigator for Instruction Following and GenerationCode1
CROW: Eliminating Backdoors from Large Language Models via Internal Consistency RegularizationCode1
BLEURT: Learning Robust Metrics for Text GenerationCode1
Cross-modal Memory Networks for Radiology Report GenerationCode1
Language modeling via stochastic processesCode1
CTRL: A Conditional Transformer Language Model for Controllable GenerationCode1
LANTERN++: Enhancing Relaxed Speculative Decoding with Static Tree Drafting for Visual Auto-regressive ModelsCode1
An Overview on Controllable Text Generation via Variational Auto-EncodersCode1
Customizing Language Models with Instance-wise LoRA for Sequential RecommendationCode1
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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