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 1551–1600 of 5335 papers

TitleStatusHype
Fine-Tuning LLMs with Noisy Data for Political Argument Generation and Post Guidance—0
Dynamic Self-Distillation via Previous Mini-batches for Fine-tuning Small Language Models—0
KL-geodesics flow matching with a novel sampling scheme—0
Development of Pre-Trained Transformer-based Models for the Nepali Language—0
Investigating Factuality in Long-Form Text Generation: The Roles of Self-Known and Self-Unknown—0
Improving Factuality of 3D Brain MRI Report Generation with Paired Image-domain Retrieval and Text-domain Augmentation—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
Exploring Facets of Language Generation in the Limit—0
Benchmarking Multimodal Models for Ukrainian Language Understanding Across Academic and Cultural Domains—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
Knowledge Graphs, Large Language Models, and Hallucinations: An NLP Perspective—0
Restructuring Tractable Probabilistic Circuits—0
A Combined Encoder and Transformer Approach for Coherent and High-Quality Text Generation—0
Do Captioning Metrics Reflect Music Semantic Alignment?—0
FedCoLLM: A Parameter-Efficient Federated Co-tuning Framework for Large and Small Language Models—0
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
LLaMA-Mesh: Unifying 3D Mesh Generation with Language Models—0
Towards a Classification of Open-Source ML Models and Datasets for Software Engineering—0
DAHL: Domain-specific Automated Hallucination Evaluation of Long-Form Text through a Benchmark Dataset in BiomedicineCode0
On the Limits of Language Generation: Trade-Offs Between Hallucination and Mode Collapse—0
Direct Speech-to-Speech Neural Machine Translation: A Survey—0
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
Probabilistic Consensus through Ensemble Validation: A Framework for LLM Reliability—0
Does This Summary Answer My Question? Modeling Query-Focused Summary Readers with Rational Speech ActsCode0
In-Context Learning for Preserving Patient Privacy: A Framework for Synthesizing Realistic Patient Portal MessagesCode0
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
Quasi-random Multi-Sample Inference for Large Language Models—0
FactLens: Benchmarking Fine-Grained Fact Verification—0
Cyclic Vision-Language Manipulator: Towards Reliable and Fine-Grained Image Interpretation for Automated Report Generation—0
Image2Text2Image: A Novel Framework for Label-Free Evaluation of Image-to-Text Generation with Text-to-Image Diffusion Models—0
Ev2R: Evaluating Evidence Retrieval in Automated Fact-Checking—0
VTechAGP: An Academic-to-General-Audience Text Paraphrase Dataset and Benchmark Models—0
Performance-Guided LLM Knowledge Distillation for Efficient Text Classification at Scale—0
Interactive Dialogue Agents via Reinforcement Learning on Hindsight Regenerations—0
FMEA Builder: Expert Guided Text Generation for Equipment Maintenance—0
Understanding the Effects of Human-written Paraphrases in LLM-generated Text DetectionCode0
Advanced RAG Models with Graph Structures: Optimizing Complex Knowledge Reasoning and Text Generation—0
RAGulator: Lightweight Out-of-Context Detectors for Grounded Text Generation—0
From Pixels to Prose: Advancing Multi-Modal Language Models for Remote Sensing—0
Graph-DPEP: Decomposed Plug and Ensemble Play for Few-Shot Document Relation Extraction with Graph-of-Thoughts Reasoning—0
One VLM to Keep it Learning: Generation and Balancing for Data-free Continual Visual Question Answering—0
SPES: Spectrogram Perturbation for Explainable Speech-to-Text Generation—0
Rate, Explain and Cite (REC): Enhanced Explanation and Attribution in Automatic Evaluation by Large Language ModelsCode0
TypeScore: A Text Fidelity Metric for Text-to-Image Generative Models—0
Magnitude Pruning of Large Pretrained Transformer Models with a Mixture Gaussian Prior—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