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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 2901–2950 of 5335 papers

TitleStatusHype
Artificial Interrogation for Attributing Language ModelsCode0
How to Describe Images in a More Funny Way? Towards a Modular Approach to Cross-Modal Sarcasm Generation—0
Reducing Hallucinations in Neural Machine Translation with Feature Attribution—0
Reward Gaming in Conditional Text Generation—0
A Unified Mutual Supervision Framework for Referring Expression Segmentation and Generation—0
AutoTemplate: A Simple Recipe for Lexically Constrained Text GenerationCode0
Learning to Answer Multilingual and Code-Mixed Questions—0
Controllable Citation Sentence Generation with Language ModelsCode0
Evade the Trap of Mediocrity: Promoting Diversity and Novelty in Text Generation via Concentrating AttentionCode0
A Survey of Knowledge Enhanced Pre-trained Language Models—0
CCPrefix: Counterfactual Contrastive Prefix-Tuning for Many-Class Classification—0
Measuring Reliability of Large Language Models through Semantic ConsistencyCode0
Nano: Nested Human-in-the-Loop Reward Learning for Few-shot Language Model ControlCode0
Creative Writing with an AI-Powered Writing Assistant: Perspectives from Professional Writers—0
Self-conditioned Embedding Diffusion for Text Generation—0
Generative Transformers for Design Concept Generation—0
LAMASSU: Streaming Language-Agnostic Multilingual Speech Recognition and Translation Using Neural Transducers—0
CLSE: Corpus of Linguistically Significant EntitiesCode0
OSIC: A New One-Stage Image Captioner Coined—0
Time-aware Prompting for Text Generation—0
CodePAD: Sequence-based Code Generation with Pushdown AutomatonCode0
Natural Language Deduction with Incomplete InformationCode0
The Effect of Multiple Replies for Natural Language Generation Chatbots—0
DiffusER: Discrete Diffusion via Edit-based Reconstruction—0
Diverse Parallel Data Synthesis for Cross-Database Adaptation of Text-to-SQL Parsers—0
Towards Attribute-Entangled Controllable Text Generation: A Pilot Study of Blessing GenerationCode0
Categorical SDEs with Simplex Diffusion—0
MOCHA: A Multi-Task Training Approach for Coherent Text Generation from Cognitive PerspectiveCode0
SentBS: Sentence-level Beam Search for Controllable SummarizationCode0
Cloning Ideology and Style using Deep Learning—0
IFDID: Information Filter upon Diversity-Improved Decoding for Diversity-Faithfulness Tradeoff in NLG—0
On the Effectiveness of Automated Metrics for Text Generation Systems—0
Finding Memo: Extractive Memorization in Constrained Sequence Generation TasksCode0
Are Current Decoding Strategies Capable of Facing the Challenges of Visual Dialogue?—0
Mapping Process for the Task: Wikidata Statements to Text as Wikipedia Sentences—0
Towards Pragmatic Production Strategies for Natural Language Generation Tasks—0
Recurrence Boosts Diversity! Revisiting Recurrent Latent Variable in Transformer-Based Variational AutoEncoder for Diverse Text Generation—0
Adaptive Label Smoothing with Self-Knowledge in Natural Language Generation—0
Hard Gate Knowledge Distillation -- Leverage Calibration for Robust and Reliable Language Model—0
Precisely the Point: Adversarial Augmentations for Faithful and Informative Text Generation—0
Optimizing Bilingual Neural Transducer with Synthetic Code-switching Text Generation—0
Bootstrapping NLP tools across low-resourced African languages: an overview and prospects—0
Boosting Natural Language Generation from Instructions with Meta-Learning—0
The University of Edinburgh's Submission to the WMT22 Code-Mixing Shared Task (MixMT)—0
Attribution and Obfuscation of Neural Text Authorship: A Data Mining Perspective—0
Image Semantic Relation Generation—0
A Data-Driven Investigation of Noise-Adaptive Utterance Generation with Linguistic Modification—0
NGEP: A Graph-based Event Planning Framework for Story GenerationCode0
Language Detoxification with Attribute-Discriminative Latent SpaceCode0
Entity-to-Text based Data Augmentation for various Named Entity Recognition Tasks—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