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 47514800 of 5335 papers

TitleStatusHype
Exploring the Reliability of Large Language Models as Customized Evaluators for Diverse NLP TasksCode0
CodePAD: Sequence-based Code Generation with Pushdown AutomatonCode0
CoAuthor: Designing a Human-AI Collaborative Writing Dataset for Exploring Language Model CapabilitiesCode0
TALEC: Teach Your LLM to Evaluate in Specific Domain with In-house Criteria by Criteria Division and Zero-shot Plus Few-shotCode0
Talking about other people: an endless range of possibilitiesCode0
Handling Rare Items in Data-to-Text GenerationCode0
MODOC: A Modular Interface for Flexible Interlinking of Text Retrieval and Text Generation FunctionsCode0
Representation Degeneration Problem in Training Natural Language Generation ModelsCode0
Anatomical Attention Alignment representation for Radiology Report GenerationCode0
Handling Divergent Reference Texts when Evaluating Table-to-Text GenerationCode0
MolMetaLM: a Physicochemical Knowledge-Guided Molecular Meta Language ModelCode0
Reproducibility Issues for BERT-based Evaluation MetricsCode0
Towards Efficient and Robust VQA-NLE Data Generation with Large Vision-Language ModelsCode0
Hallucination, Monofacts, and Miscalibration: An Empirical InvestigationCode0
MONAH: Multi-Modal Narratives for Humans to analyze conversationsCode0
Adaptive Classifier-Free Guidance via Dynamic Low-Confidence MaskingCode0
Guided Neural Language Generation for Abstractive Summarization using Abstract Meaning RepresentationCode0
On the Usefulness of Embeddings, Clusters and Strings for Text Generator EvaluationCode0
CLSEG: Contrastive Learning of Story Ending GenerationCode0
Towards End-to-end Speech-to-text SummarizationCode0
BiasJailbreak:Analyzing Ethical Biases and Jailbreak Vulnerabilities in Large Language ModelsCode0
Do GPTs Produce Less Literal Translations?Code0
MOSS: End-to-End Dialog System Framework with Modular SupervisionCode0
Guided Attention for Interpretable Motion CaptioningCode0
Guaranteed Generation from Large Language ModelsCode0
MoverScore: Text Generation Evaluating with Contextualized Embeddings and Earth Mover DistanceCode0
Resolving References in Visually-Grounded Dialogue via Text GenerationCode0
Task Definition and Integration For Scientific-Document Writing SupportCode0
Unified Pragmatic Models for Generating and Following InstructionsCode0
CLSE: Corpus of Linguistically Significant EntitiesCode0
GTA: Gated Toxicity Avoidance for LM Performance PreservationCode0
Automatic Generation of Personalized Comment Based on User ProfileCode0
Clinically Accurate Chest X-Ray Report GenerationCode0
GSD: Generalized Stochastic DecodingCode0
MTG: A Benchmark Suite for Multilingual Text GenerationCode0
Classification of telicity using cross-linguistic annotation projectionCode0
GRS: Combining Generation and Revision in Unsupervised Sentence SimplificationCode0
MucLex: A German Lexicon for Surface RealisationCode0
Grounded Intuition of GPT-Vision's Abilities with Scientific ImagesCode0
mu-Forcing: Training Variational Recurrent Autoencoders for Text GenerationCode0
MUG-Eval: A Proxy Evaluation Framework for Multilingual Generation Capabilities in Any LanguageCode0
GreekBART: The First Pretrained Greek Sequence-to-Sequence ModelCode0
Does This Summary Answer My Question? Modeling Query-Focused Summary Readers with Rational Speech ActsCode0
CiteBench: A benchmark for Scientific Citation Text GenerationCode0
Automatic Evaluation of Generative Models with Instruction TuningCode0
C IS^2: A Simplified Commonsense Inference Evaluation for Story ProseCode0
Rethinking and Refining the Distinct MetricCode0
Does Structure Matter? Leveraging Data-to-Text Generation for Answering Complex Information NeedsCode0
Graph Transformer for Graph-to-Sequence LearningCode0
Identifying Query-Relevant Neurons in Large Language Models for Long-Form TextsCode0
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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