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

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Showing 2501–2550 of 5335 papers

TitleStatusHype
Hierarchical Multimodal LLMs with Semantic Space Alignment for Enhanced Time Series Classification—0
Improving Explainable Recommendations with Synthetic Reviews—0
Hierarchically-Structured Variational Autoencoders for Long Text Generation—0
Improving Factual Consistency of Text Summarization by Adversarially Decoupling Comprehension and Embellishment Abilities of LLMs—0
A Multi-language Platform for Generating Algebraic Mathematical Word Problems—0
Improving Factuality of 3D Brain MRI Report Generation with Paired Image-domain Retrieval and Text-domain Augmentation—0
Improving Factuality with Explicit Working Memory—0
Curriculum Learning Based on Reward Sparseness for Deep Reinforcement Learning of Task Completion Dialogue Management—0
Hierarchical Implicit Models and Likelihood-Free Variational Inference—0
Improving Instruction-Following in Language Models through Activation Steering—0
Hierarchical Contextual Manifold Alignment for Structuring Latent Representations in Large Language Models—0
Inner-Probe: Discovering Copyright-related Data Generation in LLM Architecture—0
A Disease Labeler for Chinese Chest X-Ray Report Generation—0
JPEG-LM: LLMs as Image Generators with Canonical Codec Representations—0
Automatically Generating Rhythmic Verse with Neural Networks—0
``Hidden semantics'': what can we learn from the names in an ontology?—0
Cut the CARP: Fishing for zero-shot story evaluation—0
Improving Neural Abstractive Document Summarization with Explicit Information Selection Modeling—0
Heterogeneous Graph Transformer for Graph-to-Sequence Learning—0
Improving Neural Language Generation with Spectrum Control—0
Improving Neutral Point of View Text Generation through Parameter-Efficient Reinforcement Learning and a Small-Scale High-Quality Dataset—0
Improving N-gram Language Models with Pre-trained Deep Transformer—0
Co-PoeTryMe: a Co-Creative Interface for the Composition of Poetry—0
Joint Learning of a Dual SMT System for Paraphrase Generation—0
Analyzing the Forgetting Problem in Pretrain-Finetuning of Open-domain Dialogue Response Models—0
Improving Shared Argument Identification in Japanese Event Knowledge Acquisition—0
QET: Enhancing Quantized LLM Parameters and KV cache Compression through Element Substitution and Residual Clustering—0
Cool-Fusion: Fuse Large Language Models without Training—0
Improving Text Generation on Images with Synthetic Captions—0
Improving Text Generation with Student-Forcing Optimal Transport—0
Improving the generation of personalised descriptions—0
Improving the Language Understanding Capabilities of Large Language Models Using Reinforcement Learning—0
Improving the Naturalness and Expressivity of Language Generation for Spanish—0
Data augmentation for low resource sentiment analysis using generative adversarial networks—0
Joint Copying and Restricted Generation for Paraphrase—0
Data Augmentation for Multiclass Utterance Classification -- A Systematic Study—0
Data Augmentation for Text Generation Without Any Augmented Data—0
Improving Word Translation Disambiguation by Capturing Multiword Expressions with Dictionaries—0
A Multi-Dimensional Bayesian Approach to Lexical Style—0
Improving Zero-Shot Multilingual Text Generation via Iterative Distillation—0
Including Facial Expressions in Contextual Embeddings for Sign Language Generation—0
Inclusivity in Large Language Models: Personality Traits and Gender Bias in Scientific Abstracts—0
Automatically Generating Questions about Novel Metaphors in Literature—0
Joint Action Language Modelling for Transparent Policy Execution—0
Data-dependent Gaussian Prior Objective for Language Generation—0
Joint Level Generation and Translation Using Gameplay Videos—0
Hello, It's GPT-2 - How Can I Help You? Towards the Use of Pretrained Language Models for Task-Oriented Dialogue Systems—0
HeLM: Highlighted Evidence augmented Language Model for Enhanced Table-to-Text Generation—0
Conversational Planning for Personal Plans—0
Automatically Generating Macro Research Reports from a Piece of News—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