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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 2501–2550 of 5335 papers

TitleStatusHype
LEATHER: A Framework for Learning to Generate Human-like Text in DialogueCode0
Language Generation Models Can Cause Harm: So What Can We Do About It? An Actionable Survey—0
Machine Generated Text: A Comprehensive Survey of Threat Models and Detection Methods—0
The COVID That Wasn't: Counterfactual Journalism Using GPT—0
Towards a Unified Multi-Dimensional Evaluator for Text GenerationCode2
Few-Shot Visual Question Generation: A Novel Task and Benchmark Datasets—0
Equi-Tuning: Group Equivariant Fine-Tuning of Pretrained Models—0
Scaling Back-Translation with Domain Text Generation for Sign Language Gloss TranslationCode1
Language Model Decoding as Likelihood-Utility AlignmentCode1
DATScore: Evaluating Translation with Data Augmented Translations—0
Not All Errors are Equal: Learning Text Generation Metrics using Stratified Error SynthesisCode1
CLIP-Diffusion-LM: Apply Diffusion Model on Image CaptioningCode1
Unified Detoxifying and Debiasing in Language Generation via Inference-time Adaptive Optimization—0
ASDOT: Any-Shot Data-to-Text Generation with Pretrained Language ModelsCode1
CHARD: Clinical Health-Aware Reasoning Across Dimensions for Text Generation ModelsCode0
BLAB Reporter: Automated journalism covering the Blue AmazonCode0
Bird-Eye Transformers for Text Generation ModelsCode3
Comparing Computational Architectures for Automated Journalism—0
FedPC: Federated Learning for Language Generation with Personal and Context Preference Embeddings—0
PCAE: A Framework of Plug-in Conditional Auto-Encoder for Controllable Text GenerationCode1
An Analysis of the Effects of Decoding Algorithms on Fairness in Open-Ended Language Generation—0
Visualize Before You Write: Imagination-Guided Open-Ended Text GenerationCode1
How Large Language Models are Transforming Machine-Paraphrased PlagiarismCode1
Unsupervised Neural Stylistic Text Generation using Transfer learning and Adapters—0
A Unified Encoder-Decoder Framework with Entity MemoryCode1
FAST: Improving Controllability for Text Generation with Feedback Aware Self-Training—0
MuRAG: Multimodal Retrieval-Augmented Generator for Open Question Answering over Images and Text—0
A Distributional Lens for Multi-Aspect Controllable Text GenerationCode1
Unsupervised Sentence Textual Similarity with Compositional Phrase SemanticsCode0
Text-to-Audio Grounding Based Novel Metric for Evaluating Audio Caption Similarity—0
Is Reinforcement Learning (Not) for Natural Language Processing: Benchmarks, Baselines, and Building Blocks for Natural Language Policy OptimizationCode1
ContraCLM: Contrastive Learning For Causal Language ModelCode1
A Non-monotonic Self-terminating Language ModelCode0
Faithful Abstractive Summarization via Fact-aware Consistency-constrained TransformerCode0
Comparing BERT-based Reward Functions for Deep Reinforcement Learning in Machine Translation—0
FRE at SocialDisNER: Joint Learning of Language Models for Named Entity Recognition—0
Investigating Metric Diversity for Evaluating Long Document SummarisationCode0
The COVID That Wasn’t: Counterfactual Journalism Using GPT—0
War and Pieces: Comparing Perspectives About World War I and II Across Wikipedia Language Communities—0
Few-Shot Pidgin Text Adaptation via Contrastive Fine-Tuning—0
CoCGAN: Contrastive Learning for Adversarial Category Text Generation—0
Quantifying Bias from Decoding Techniques in Natural Language GenerationCode0
Enhancing Task-Specific Distillation in Small Data Regimes through Language Generation—0
Programmable Annotation with Diversed Heuristics and Data Denoising—0
Building Joint Relationship Attention Network for Image-Text Generation—0
Does Meta-learning Help mBERT for Few-shot Question Generation in a Cross-lingual Transfer Setting for Indic Languages?—0
BiBL: AMR Parsing and Generation with Bidirectional Bayesian LearningCode0
NLG-Metricverse: An End-to-End Library for Evaluating Natural Language Generation—0
Improving Zero-Shot Multilingual Text Generation via Iterative Distillation—0
Analyzing Persuasion Strategies of Debaters on Social Media—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