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 1501–1550 of 5335 papers

TitleStatusHype
Federated Learning and RAG Integration: A Scalable Approach for Medical Large Language Models—0
MOPO: Multi-Objective Prompt Optimization for Affective Text Generation—0
DnDScore: Decontextualization and Decomposition for Factuality Verification in Long-Form Text GenerationCode0
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental HealthCode0
Extending LLMs to New Languages: A Case Study of Llama and Persian AdaptationCode0
VG-TVP: Multimodal Procedural Planning via Visually Grounded Text-Video PromptingCode0
The Open Source Advantage in Large Language Models (LLMs)—0
Understanding and Mitigating Memorization in Diffusion Models for Tabular Data—0
GaLore+: Boosting Low-Rank Adaptation for LLMs with Cross-Head Projection—0
Segment-Level Diffusion: A Framework for Controllable Long-Form Generation with Diffusion Language Models—0
Cultural Palette: Pluralising Culture Alignment via Multi-agent Palette—0
Generative Modeling with DiffusionCode0
RWKV-Lite: Deeply Compressed RWKV for Resource-Constrained Devices—0
Benchmarking Linguistic Diversity of Large Language ModelsCode0
Text Generation Models for Luxembourgish with Limited Data: A Balanced Multilingual Strategy—0
Imitate Before Detect: Aligning Machine Stylistic Preference for Machine-Revised Text Detection—0
Y-NQ: English-Yorùbá Evaluation dataset for Open-Book Reading Comprehension and Text Generation—0
Label-Confidence-Aware Uncertainty Estimation in Natural Language Generation—0
TRIM: Token Reduction and Inference Modeling for Cost-Effective Language Generation—0
Forking Paths in Neural Text Generation—0
Frame Representation Hypothesis: Multi-Token LLM Interpretability and Concept-Guided Text GenerationCode0
The Narrow Gate: Localized Image-Text Communication in Vision-Language Models—0
Copyright-Protected Language Generation via Adaptive Model FusionCode0
Language hooks: a modular framework for augmenting LLM reasoning that decouples tool usage from the model and its prompt—0
PromptRefine: Enhancing Few-Shot Performance on Low-Resource Indic Languages with Example Selection from Related Example Banks—0
A Scoping Review of ChatGPT Research in Accounting and Finance—0
Compositional Image Retrieval via Instruction-Aware Contrastive LearningCode0
Exploring AI Text Generation, Retrieval-Augmented Generation, and Detection Technologies: a Comprehensive Overview—0
The Hyperfitting Phenomenon: Sharpening and Stabilizing LLMs for Open-Ended Text Generation—0
Automated Medical Report Generation for ECG Data: Bridging Medical Text and Signal Processing with Deep LearningCode0
Reducing Tool Hallucination via Reliability Alignment—0
One Communication Round is All It Needs for Federated Fine-Tuning Foundation Models—0
Flow Matching with General Discrete Paths: A Kinetic-Optimal Perspective—0
Survey of different Large Language Model Architectures: Trends, Benchmarks, and Challenges—0
TSCheater: Generating High-Quality Tibetan Adversarial Texts via Visual SimilarityCode0
Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey—0
PrefixLLM: LLM-aided Prefix Circuit DesignCode0
Enhancing Trust in Large Language Models with Uncertainty-Aware Fine-Tuning—0
A Multi-Agent Framework for Extensible Structured Text Generation in PLCs—0
Compressing KV Cache for Long-Context LLM Inference with Inter-Layer Attention Similarity—0
Mastering Board Games by External and Internal Planning with Language Models—0
Homeostasis and Sparsity in Transformer—0
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
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
KL-geodesics flow matching with a novel sampling scheme—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