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 551–600 of 5335 papers

TitleStatusHype
PrefixLLM: LLM-aided Prefix Circuit DesignCode0
A Multi-Agent Framework for Extensible Structured Text Generation in PLCs—0
TSCheater: Generating High-Quality Tibetan Adversarial Texts via Visual SimilarityCode0
Mastering Board Games by External and Internal Planning with Language Models—0
OmniFlow: Any-to-Any Generation with Multi-Modal Rectified FlowsCode2
Homeostasis and Sparsity in Transformer—0
Truth or Mirage? Towards End-to-End Factuality Evaluation with LLM-OasisCode1
Orthus: Autoregressive Interleaved Image-Text Generation with Modality-Specific Heads—0
An Extensive Evaluation of Factual Consistency in Large Language Models for Data-to-Text Generation—0
EzSQL: An SQL intermediate representation for improving SQL-to-text Generation—0
OpenING: A Comprehensive Benchmark for Judging Open-ended Interleaved Image-Text GenerationCode1
Challenges in Adapting Multilingual LLMs to Low-Resource Languages using LoRA PEFT Tuning—0
Is my Meeting Summary Good? Estimating Quality with a Multi-LLM Evaluator—0
Signs as Tokens: An Autoregressive Multilingual Sign Language Generator—0
TED-VITON: Transformer-Empowered Diffusion Models for Virtual Try-OnCode0
Dynamic Self-Distillation via Previous Mini-batches for Fine-tuning Small Language Models—0
KL-geodesics flow matching with a novel sampling scheme—0
Fine-Tuning LLMs with Noisy Data for Political Argument Generation and Post Guidance—0
SAGEval: The frontiers of Satisfactory Agent based NLG Evaluation for reference-free open-ended text—0
Investigating Factuality in Long-Form Text Generation: The Roles of Self-Known and Self-Unknown—0
Development of Pre-Trained Transformer-based Models for the Nepali Language—0
Two Heads Are Better Than One: Collaborative LLM Embodied Agents for Human-Robot Interaction—0
MolMetaLM: a Physicochemical Knowledge-Guided Molecular Meta Language ModelCode0
Improving Factuality of 3D Brain MRI Report Generation with Paired Image-domain Retrieval and Text-domain Augmentation—0
Large Language Model with Region-guided Referring and Grounding for CT Report GenerationCode2
AnyText2: Visual Text Generation and Editing With Customizable AttributesCode2
Benchmarking Multimodal Models for Ukrainian Language Understanding Across Academic and Cultural Domains—0
Exploring Facets of Language Generation in the Limit—0
Knowledge Graphs, Large Language Models, and Hallucinations: An NLP Perspective—0
The Master-Slave Encoder Model for Improving Patent Text Summarization: A New Approach to Combining Specifications and Claims—0
GenBFA: An Evolutionary Optimization Approach to Bit-Flip Attacks on LLMs—0
A Combined Encoder and Transformer Approach for Coherent and High-Quality Text Generation—0
Restructuring Tractable Probabilistic Circuits—0
CROW: Eliminating Backdoors from Large Language Models via Internal Consistency RegularizationCode1
FedCoLLM: A Parameter-Efficient Federated Co-tuning Framework for Large and Small Language Models—0
Do Captioning Metrics Reflect Music Semantic Alignment?—0
Bag of Design Choices for Inference of High-Resolution Masked Generative TransformerCode1
SAM Decoding: Speculative Decoding via Suffix AutomatonCode1
Anatomy-Guided Radiology Report Generation with Pathology-Aware Regional Prompts—0
Debias your Large Multi-Modal Model at Test-Time with Non-Contrastive Visual Attribute Steering—0
DAHL: Domain-specific Automated Hallucination Evaluation of Long-Form Text through a Benchmark Dataset in BiomedicineCode0
LLaMA-Mesh: Unifying 3D Mesh Generation with Language Models—0
On the Limits of Language Generation: Trade-Offs Between Hallucination and Mode Collapse—0
Towards a Classification of Open-Source ML Models and Datasets for Software Engineering—0
Direct Speech-to-Speech Neural Machine Translation: A Survey—0
Tucano: Advancing Neural Text Generation for PortugueseCode2
Trustful LLMs: Customizing and Grounding Text Generation with Knowledge Bases and Dual Decoders—0
SCAR: Sparse Conditioned Autoencoders for Concept Detection and Steering in LLMsCode0
Benchmarking LLMs' Judgments with No Gold StandardCode0
Prompt-Efficient Fine-Tuning for GPT-like Deep Models to Reduce Hallucination and to Improve Reproducibility in Scientific Text Generation Using Stochastic Optimisation Techniques—0
Show:102550
← PrevPage 12 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