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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.

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( Image credit: Adversarial Ranking for Language Generation )

Papers

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Showing 2101–2150 of 5335 papers

TitleStatusHype
Exploring and Evaluating Hallucinations in LLM-Powered Code Generation—0
Set-Aligning Framework for Auto-Regressive Event Temporal Graph GenerationCode0
Developing Safe and Responsible Large Language Model : Can We Balance Bias Reduction and Language Understanding in Large Language Models?Code0
Learning by Correction: Efficient Tuning Task for Zero-Shot Generative Vision-Language ReasoningCode0
On the True Distribution Approximation of Minimum Bayes-Risk DecodingCode0
Humane Speech Synthesis through Zero-Shot Emotion and Disfluency GenerationCode0
Entertainment chatbot for the digital inclusion of elderly people without abstraction capabilities—0
The Impact of Prompts on Zero-Shot Detection of AI-Generated TextCode0
Make Large Language Model a Better Ranker—0
OmniParser: A Unified Framework for Text Spotting, Key Information Extraction and Table Recognition—0
Improving Attributed Text Generation of Large Language Models via Preference Learning—0
Scaling Laws For Dense RetrievalCode0
MapGuide: A Simple yet Effective Method to Reconstruct Continuous Language from Brain Activities—0
Introducing Syllable Tokenization for Low-resource Languages: A Case Study with Swahili—0
DORE: A Dataset For Portuguese Definition Generation—0
SciNews: From Scholarly Complexities to Public Narratives -- A Dataset for Scientific News Report Generation—0
Language Models for Text Classification: Is In-Context Learning Enough?—0
The Solution for the ICCV 2023 1st Scientific Figure Captioning Challenge—0
Automated Report Generation for Lung Cytological Images Using a CNN Vision Classifier and Multiple-Transformer Text Decoders: Preliminary Study—0
Grammatical vs Spelling Error Correction: An Investigation into the Responsiveness of Transformer-based Language Models using BART and MarianMT—0
Dia-LLaMA: Towards Large Language Model-driven CT Report Generation—0
Outcome-Constrained Large Language Models for Countering Hate Speech—0
Language Rectified Flow: Advancing Diffusion Language Generation with Probabilistic Flows—0
The Frontier of Data Erasure: Machine Unlearning for Large Language Models—0
Multi-Review Fusion-in-Context—0
Evidence-Driven Retrieval Augmented Response Generation for Online Misinformation—0
Hierarchical Skip Decoding for Efficient Autoregressive Text Generation—0
Train & Constrain: Phonologically Informed Tongue-Twister Generation from Topics and Paraphrases—0
Vi-Mistral-X: Building a Vietnamese Language Model with Advanced Continual Pre-training—0
Dynamic Reward Adjustment in Multi-Reward Reinforcement Learning for Counselor Reflection GenerationCode0
Mapping LLM Security Landscapes: A Comprehensive Stakeholder Risk Assessment Proposal—0
On Prompt Sensitivity of ChatGPT in Affective Computing—0
Automated Data Curation for Robust Language Model Fine-Tuning—0
Evaluating Named Entity Recognition: A comparative analysis of mono- and multilingual transformer models on a novel Brazilian corporate earnings call transcripts datasetCode0
Embedded Named Entity Recognition using Probing ClassifiersCode0
DEE: Dual-stage Explainable Evaluation Method for Text Generation—0
A Disease Labeler for Chinese Chest X-Ray Report Generation—0
Loops On Retrieval Augmented Generation (LoRAG)—0
What Are Tools Anyway? A Survey from the Language Model Perspective—0
Zero-Shot Multi-task Hallucination Detection—0
ConvSDG: Session Data Generation for Conversational SearchCode0
Energy-Based Models with Applications to Speech and Language Processing—0
Application of GPT Language Models for Innovation in Activities in University Teaching—0
Whose Side Are You On? Investigating the Political Stance of Large Language ModelsCode0
ProSwitch: Knowledge-Guided Instruction Tuning to Switch Between Professional and Non-Professional Responses—0
Detecting Hallucination and Coverage Errors in Retrieval Augmented Generation for Controversial Topics—0
Harnessing Artificial Intelligence to Combat Online Hate: Exploring the Challenges and Opportunities of Large Language Models in Hate Speech Detection—0
Triples-to-isiXhosa (T2X): Addressing the Challenges of Low-Resource Agglutinative Data-to-Text GenerationCode0
Duwak: Dual Watermarks in Large Language ModelsCode0
SemEval-2024 Shared Task 6: SHROOM, a Shared-task on Hallucinations and Related Observable Overgeneration Mistakes—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