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 1151–1200 of 5335 papers

TitleStatusHype
Linearly Controlled Language Generation with Performative Guarantees—0
VB-LoRA: Extreme Parameter Efficient Fine-Tuning with Vector BanksCode1
A Misleading Gallery of Fluid Motion by Generative Artificial IntelligenceCode0
Text Generation: A Systematic Literature Review of Tasks, Evaluation, and ChallengesCode0
Sparse Spectral Training and Inference on Euclidean and Hyperbolic Neural Networks—0
Structural Entities Extraction and Patient Indications Incorporation for Chest X-ray Report GenerationCode1
Unveiling the Achilles' Heel of NLG Evaluators: A Unified Adversarial Framework Driven by Large Language ModelsCode0
T^2 of Thoughts: Temperature Tree Elicits Reasoning in Large Language Models—0
Large Language Models (LLMs) Assisted Wireless Network Deployment in Urban Settings—0
Vikhr: Constructing a State-of-the-art Bilingual Open-Source Instruction-Following Large Language Model for RussianCode2
ReALLM: A general framework for LLM compression and fine-tuning—0
CustomText: Customized Textual Image Generation using Diffusion Models—0
Exploration of Masked and Causal Language Modelling for Text Generation—0
OLAPH: Improving Factuality in Biomedical Long-form Question AnsweringCode1
SirLLM: Streaming Infinite Retentive LLMCode2
ProtT3: Protein-to-Text Generation for Text-based Protein UnderstandingCode2
DTLLM-VLT: Diverse Text Generation for Visual Language Tracking Based on LLM—0
Quantifying In-Context Reasoning Effects and Memorization Effects in LLMs—0
Unveiling and Manipulating Prompt Influence in Large Language ModelsCode1
WisPerMed at "Discharge Me!": Advancing Text Generation in Healthcare with Large Language Models, Dynamic Expert Selection, and Priming Techniques on MIMIC-IV—0
MemeMQA: Multimodal Question Answering for Memes via Rationale-Based Inferencing—0
Assessing Political Bias in Large Language Models—0
Language Models can Evaluate Themselves via Probability DiscrepancyCode0
Lean Attention: Hardware-Aware Scalable Attention Mechanism for the Decode-Phase of Transformers—0
Benchmarking Large Language Models on CFLUE -- A Chinese Financial Language Understanding Evaluation DatasetCode3
Automatic News Generation and Fact-Checking System Based on Language Processing—0
SPOR: A Comprehensive and Practical Evaluation Method for Compositional Generalization in Data-to-Text GenerationCode0
Generative Artificial Intelligence: A Systematic Review and Applications—0
Thinking Fair and Slow: On the Efficacy of Structured Prompts for Debiasing Language Models—0
A Systematic Evaluation of Large Language Models for Natural Language Generation Tasks—0
DEBATE: Devil's Advocate-Based Assessment and Text EvaluationCode0
Chameleon: Mixed-Modal Early-Fusion Foundation ModelsCode7
IGOT: Information Gain Optimized Tokenizer on Domain Adaptive Pretraining—0
Listen Again and Choose the Right Answer: A New Paradigm for Automatic Speech Recognition with Large Language Models—0
A Comprehensive Survey of Accelerated Generation Techniques in Large Language ModelsCode1
Factual Serialization Enhancement: A Key Innovation for Chest X-ray Report GenerationCode1
Challenges and Opportunities in Text Generation Explainability—0
Reproducing the Metric-Based Evaluation of a Set of Controllable Text Generation Techniques—0
Quite Good, but Not Enough: Nationality Bias in Large Language Models -- A Case Study of ChatGPTCode0
RETTA: Retrieval-Enhanced Test-Time Adaptation for Zero-Shot Video Captioning—0
Pseudo-Prompt Generating in Pre-trained Vision-Language Models for Multi-Label Medical Image ClassificationCode1
Muting Whisper: A Universal Acoustic Adversarial Attack on Speech Foundation ModelsCode1
Meta-Learning for Efficient Fine-Tuning of Large Language ModelsCode0
Explanation as a Watermark: Towards Harmless and Multi-bit Model Ownership Verification via Watermarking Feature AttributionCode1
To Each (Textual Sequence) Its Own: Improving Memorized-Data Unlearning in Large Language Models—0
Parameter-Efficient Fine-Tuning with Discrete Fourier TransformCode2
On the performativity of SDG classifications in large bibliometric databases—0
Modern Information Technologies in Scientific Research and Educational Activities—0
Enhancing Contextual Understanding in Large Language Models through Contrastive DecodingCode1
R4: Reinforced Retriever-Reorder-Responder for Retrieval-Augmented Large Language Models—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