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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1501–1550 of 5335 papers

TitleStatusHype
Towards Explainable Harmful Meme Detection through Multimodal Debate between Large Language ModelsCode1
IndiText Boost: Text Augmentation for Low Resource India Languages—0
Leveraging Chat-Based Large Vision Language Models for Multimodal Out-Of-Context Detection—0
An Empirical Study of In-context Learning in LLMs for Machine TranslationCode0
With Greater Text Comes Greater Necessity: Inference-Time Training Helps Long Text GenerationCode2
Self-training from Self-memory in Data-to-text GenerationCode0
Accelerating Multilingual Language Model for Excessively Tokenized Languages—0
Knowledge Fusion of Large Language ModelsCode4
When Large Language Models Meet Evolutionary Algorithms: Potential Enhancements and Challenges—0
Sketch-Guided Constrained Decoding for Boosting Blackbox Large Language Models without Logit AccessCode0
Beyond Traditional Benchmarks: Analyzing Behaviors of Open LLMs on Data-to-Text Generation—0
Large Language Models for Scientific Information Extraction: An Empirical Study for Virology—0
Evolutionary Computation in the Era of Large Language Model: Survey and RoadmapCode2
Code Generation with AlphaCodium: From Prompt Engineering to Flow EngineeringCode7
Deductive Closure Training of Language Models for Coherence, Accuracy, and Updatability—0
Contrastive Perplexity for Controlled Generation: An Application in Detoxifying Large Language Models—0
LLMs for Test Input Generation for Semantic Caches—0
The Pitfalls of Defining Hallucination—0
Authorship Obfuscation in Multilingual Machine-Generated Text DetectionCode2
The Chronicles of RAG: The Retriever, the Chunk and the Generator—0
Beyond Sparse Rewards: Enhancing Reinforcement Learning with Language Model Critique in Text Generation—0
Leveraging Large Language Models for NLG Evaluation: Advances and ChallengesCode1
Parameter-Efficient Detoxification with Contrastive Decoding—0
Large Language Models Can Learn Temporal ReasoningCode2
PizzaCommonSense: Learning to Model Commonsense Reasoning about Intermediate Steps in Cooking RecipesCode0
A Survey on the Applications of Frontier AI, Foundation Models, and Large Language Models to Intelligent Transportation Systems—0
Exploring the Best Practices of Query Expansion with Large Language ModelsCode1
Stylometry Analysis of Multi-authored Documents for Authorship and Author Style Change Detection—0
Natural Language Processing for Dialects of a Language: A Survey—0
SH2: Self-Highlighted Hesitation Helps You Decode More TruthfullyCode0
Autocompletion of Chief Complaints in the Electronic Health Records using Large Language Models—0
Generating Diverse and High-Quality Texts by Minimum Bayes Risk DecodingCode0
Monte Carlo Tree Search for Recipe Generation using GPT-2—0
DeepSpeed-FastGen: High-throughput Text Generation for LLMs via MII and DeepSpeed-InferenceCode7
AI Hallucinations: A Misnomer Worth Clarifying—0
Fighting Fire with Fire: Adversarial Prompting to Generate a Misinformation Detection Dataset—0
LUNA: A Framework for Language Understanding and Naturalness AssessmentCode1
Setting the Record Straight on Transformer Oversmoothing—0
Advancing Spatial Reasoning in Large Language Models: An In-Depth Evaluation and Enhancement Using the StepGame BenchmarkCode1
Empirical Study of Large Language Models as Automated Essay Scoring Tools in English Composition__Taking TOEFL Independent Writing Task for Example—0
PIXAR: Auto-Regressive Language Modeling in Pixel Space—0
Hyperparameter-Free Approach for Faster Minimum Bayes Risk DecodingCode0
MAMI: Multi-Attentional Mutual-Information for Long Sequence Neuron Captioning—0
ReFusion: Improving Natural Language Understanding with Computation-Efficient Retrieval Representation FusionCode0
SyCoCa: Symmetrizing Contrastive Captioners with Attentive Masking for Multimodal Alignment—0
Exploring the Frontiers of LLMs in Psychological Applications: A Comprehensive Review—0
Detection of Machine-Generated Text: Literature Survey—0
Unifying Structured Data as Graph for Data-to-Text Pre-Training—0
Cheetah: Natural Language Generation for 517 African LanguagesCode0
A Comprehensive Survey of Hallucination Mitigation Techniques in Large Language ModelsCode0
Show:102550
← PrevPage 31 of 107Next →
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