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

Showing 13511400 of 5335 papers

TitleStatusHype
Quantifying Contamination in Evaluating Code Generation Capabilities of Language ModelsCode1
RouteExplainer: An Explanation Framework for Vehicle Routing ProblemCode1
Emotional Manipulation Through Prompt Engineering Amplifies Disinformation Generation in AI Large Language Models0
Exploring Naive Approaches to Tell Apart LLMs Productions from Human-written TextCode0
LLM-Oriented Retrieval Tuner0
Analyzing and Adapting Large Language Models for Few-Shot Multilingual NLU: Are We There Yet?0
SPUQ: Perturbation-Based Uncertainty Quantification for Large Language Models0
DECIDER: A Dual-System Rule-Controllable Decoding Framework for Language Generation0
MovieLLM: Enhancing Long Video Understanding with AI-Generated Movies0
A Survey of AI-generated Text Forensic Systems: Detection, Attribution, and Characterization0
VBART: The Turkish LLM0
Towards Full Authorship with AI: Supporting Revision with AI-Generated Views0
MALTO at SemEval-2024 Task 6: Leveraging Synthetic Data for LLM Hallucination Detection0
HALC: Object Hallucination Reduction via Adaptive Focal-Contrast DecodingCode2
Differentially Private Knowledge Distillation via Synthetic Text GenerationCode0
Artwork Explanation in Large-scale Vision Language Models0
Direct Alignment of Draft Model for Speculative Decoding with Chat-Fine-Tuned LLMs0
The All-Seeing Project V2: Towards General Relation Comprehension of the Open WorldCode4
TEncDM: Understanding the Properties of the Diffusion Model in the Space of Language Model EncodingsCode1
How Much Annotation is Needed to Compare Summarization Models?0
Grounding Language Models for Visual Entity RecognitionCode1
Simple linear attention language models balance the recall-throughput tradeoffCode3
Improving Open-Ended Text Generation via Adaptive DecodingCode1
Contextualizing Generated Citation Texts0
Multi-FAct: Assessing Factuality of Multilingual LLMs using FActScoreCode0
Saving the legacy of Hero Ibash: Evaluating Four Language Models for Aminoacian0
Small But Funny: A Feedback-Driven Approach to Humor Distillation0
Can GPT Improve the State of Prior Authorization via Guideline Based Automated Question Answering?0
A Sentiment Consolidation Framework for Meta-Review GenerationCode0
Retrieval is Accurate GenerationCode2
Latte: Latent Attention for Linear Time Transformers0
Creating Suspenseful Stories: Iterative Planning with Large Language Models0
TruthX: Alleviating Hallucinations by Editing Large Language Models in Truthful SpaceCode2
AmbigNLG: Addressing Task Ambiguity in Instruction for NLGCode0
QASE Enhanced PLMs: Improved Control in Text Generation for MRC0
Immunization against harmful fine-tuning attacks0
Integrating Large Language Models with Graphical Session-Based Recommendation0
Topic-to-essay generation with knowledge-based content selection0
Likelihood-based Mitigation of Evaluation Bias in Large Language ModelsCode0
ASEM: Enhancing Empathy in Chatbot through Attention-based Sentiment and Emotion ModelingCode0
ChatMusician: Understanding and Generating Music Intrinsically with LLMCode3
Linguistic Intelligence in Large Language Models for Telecommunications0
DOSA: A Dataset of Social Artifacts from Different Indian Geographical Subcultures0
Evaluating the Performance of ChatGPT for Spam Email Detection0
Fine-Grained Detoxification via Instance-Level Prefixes for Large Language ModelsCode0
Seeing is Believing: Mitigating Hallucination in Large Vision-Language Models via CLIP-Guided DecodingCode1
Counterfactual Generation with Identifiability GuaranteesCode0
Interpreting Context Look-ups in Transformers: Investigating Attention-MLP Interactions0
Novi jezički modeli za srpski jezik0
Leveraging Large Language Models for Concept Graph Recovery and Question Answering in NLP EducationCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1T5B BaselineBLEU48.74Unverified
2FactT5BBLEU48.37Unverified
3JointGT BaselineBLEU47.51Unverified
4FactJointGTBLEU47.39Unverified
5Control Prefixes (T5-large)METEOR0.41Unverified
6T5METEOR0.12Unverified
7BARTMETEOR0.11Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.95Unverified
2partGANBLEU-20.91Unverified
3RankGANBLEU-20.85Unverified
4RelGAN (100)BLEU-20.85Unverified
5SeqGANBLEU-20.83Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.96Unverified
2PPOGANBLEU-20.91Unverified
3RelGANBLEU-20.88Unverified
4SeqGANBLEU-20.86Unverified
5RankGANBLEU-20.78Unverified
#ModelMetricClaimedVerifiedStatus
1UniCRSDistinct-30.65Unverified
2CRFRDistinct-30.52Unverified
3KGSFDistinct-30.43Unverified
4C2CRSDistinct-30.33Unverified
5KBRDDistinct-30.3Unverified
#ModelMetricClaimedVerifiedStatus
1UniLMCIDEr14.92Unverified
2BART (TextBox 2.0)CIDEr12.98Unverified
3BARTMETEOR0.3Unverified
4T5METEOR0.29Unverified
#ModelMetricClaimedVerifiedStatus
1Beam search + A*esque (beam)BLEU-134.4Unverified
2Beam search + A*esque (sample)BLEU-134.4Unverified
3Beam search + A*esque (greedy)BLEU-134.3Unverified
4Beam searchBLEU-133.7Unverified
#ModelMetricClaimedVerifiedStatus
1RankGANBLEU-20.81Unverified
2SeqGANBLEU-20.74Unverified
3LeakGANBLEU-20.46Unverified
#ModelMetricClaimedVerifiedStatus
1TGen++METEOR0.17Unverified
2TGenMETEOR0.15Unverified
3TGen+METEOR0.15Unverified
#ModelMetricClaimedVerifiedStatus
1GPT2-124Meval_loss3.12Unverified
2GPT2-81M-LOOPeval_loss3.11Unverified
3GPT2-Hermiteeval_loss2.91Unverified
#ModelMetricClaimedVerifiedStatus
1LLaMA-65B+CFG (zero-shot)Accuracy96.6Unverified
2LLaMA-30B+CFG (zero-shot)Accuracy96.4Unverified
3LLaMA-13B+CFG (zero-shot)Accuracy95.1Unverified
#ModelMetricClaimedVerifiedStatus
1CNN-VAENLL332.1Unverified
2SA-VAENLL327.5Unverified
3Aggressive VAENLL326.7Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)BLEU-410.2Unverified
#ModelMetricClaimedVerifiedStatus
1STWGAN-GPBLEU-30.62Unverified
#ModelMetricClaimedVerifiedStatus
1PALMROUGE-L41.41Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L64.34Unverified
#ModelMetricClaimedVerifiedStatus
1AEM+AttentionBLEU-114.17Unverified
#ModelMetricClaimedVerifiedStatus
1GPT-4ASR65.1Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L42.96Unverified
#ModelMetricClaimedVerifiedStatus
1Graph2SeqBLEU22Unverified
#ModelMetricClaimedVerifiedStatus
1WGANGP + DGflowJS-40.19Unverified