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 4501–4550 of 5335 papers

TitleStatusHype
Factually Consistent Summarization via Reinforcement Learning with Textual Entailment Feedback—0
Fairness in LLM-Generated Surveys—0
Fair Risk Control: A Generalized Framework for Calibrating Multi-group Fairness Risks—0
FairSteer: Inference Time Debiasing for LLMs with Dynamic Activation Steering—0
Faithfulness in Natural Language Generation: A Systematic Survey of Analysis, Evaluation and Optimization Methods—0
Falsesum: Generating Document-level NLI Examples for Recognizing Factual Inconsistency in Summarization—0
FANS -- Formal Answer Selection for Natural Language Math Reasoning Using Lean4—0
FarsEval-PKBETS: A new diverse benchmark for evaluating Persian large language models—0
Fast and Robust Compressive Summarization with Dual Decomposition and Multi-Task Learning—0
Fast-dLLM: Training-free Acceleration of Diffusion LLM by Enabling KV Cache and Parallel Decoding—0
FAST: Improving Controllability for Text Generation with Feedback Aware Self-Training—0
Fast mixing for Latent Dirichlet allocation—0
Fast Quantum Algorithm for Attention Computation—0
Fast Solvers for Discrete Diffusion Models: Theory and Applications of High-Order Algorithms—0
Favi-Score: A Measure for Favoritism in Automated Preference Ratings for Generative AI Evaluation—0
Feature-aware conditional GAN for category text generation—0
FedCoLLM: A Parameter-Efficient Federated Co-tuning Framework for Large and Small Language Models—0
A Benchmark for Federated Hetero-Task Learning—0
Federated Learning and RAG Integration: A Scalable Approach for Medical Large Language Models—0
Federated Natural Language Generation for Personalized Dialogue System—0
FedPC: Federated Learning for Language Generation with Personal and Context Preference Embeddings—0
Few-Shot Data-to-Text Generation via Unified Representation and Multi-Source Learning—0
Template Guided Text Generation for Task-Oriented Dialogue—0
Few-Shot Natural Language Inference Generation with PDD: Prompt and Dynamic Demonstration—0
Few-Shot Optimized Framework for Hallucination Detection in Resource-Limited NLP Systems—0
Few-Shot Pidgin Text Adaptation via Contrastive Fine-Tuning—0
Few-Shot Table-to-Text Generation with Prefix-Controlled Generator—0
Few-Shot Table-to-Text Generation with Prompt Planning and Knowledge Memorization—0
Few-Shot Text Generation with Natural Language Instructions—0
Few-Shot Visual Question Generation: A Novel Task and Benchmark Datasets—0
FiD-Light: Efficient and Effective Retrieval-Augmented Text Generation—0
FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation—0
''Fifty Shades of Bias'': Normative Ratings of Gender Bias in GPT Generated English Text—0
Fighting Fire with Fire: Adversarial Prompting to Generate a Misinformation Detection Dataset—0
Finding middle ground? Multi-objective Natural Language Generation from time-series data—0
Finding Replicable Human Evaluations via Stable Ranking Probability—0
Findings of the E2E NLG Challenge—0
Finding the ``right'' answers for customers—0
Fine-Grained Controllable Text Generation Using Non-Residual Prompting—0
Fine-grained Controllable Text Generation through In-context Learning with Feedback—0
Fine-Grained Control of Sentence Segmentation and Entity Positioning in Neural NLG—0
Fine-grained Sentiment Controlled Text Generation—0
Reducing Non-Normative Text Generation from Language Models—0
RecInDial: A Unified Framework for Conversational Recommendation with Pretrained Language Models—0
Finetuning LLMs for Comparative Assessment Tasks—0
Fine-Tuning LLMs with Noisy Data for Political Argument Generation and Post Guidance—0
First Place Solution of 2023 Global Artificial Intelligence Technology Innovation Competition Track 1—0
FLAP: Table-to-Text Generation with Feature Indication and Numerical Reasoning Pretraining—0
Flexible text generation for counterfactual fairness probing—0
FlowGraph2Text: Automatic Sentence Skeleton Compilation for Procedural Text Generation—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