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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.

Further readings:

( Image credit: Adversarial Ranking for Language Generation )

Papers

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Showing 1451–1500 of 5335 papers

TitleStatusHype
Instruct Once, Chat Consistently in Multiple Rounds: An Efficient Tuning Framework for DialogueCode1
LiFi: Lightweight Controlled Text Generation with Fine-Grained Control Codes—0
A Tale of Tails: Model Collapse as a Change of Scaling Laws—0
Language Model Sentence Completion with a Parser-Driven Rhetorical Control MethodCode0
GLaM: Fine-Tuning Large Language Models for Domain Knowledge Graph Alignment via Neighborhood Partitioning and Generative Subgraph Encoding—0
Understanding the Effects of Iterative Prompting on Truthfulness—0
Learn To be Efficient: Build Structured Sparsity in Large Language Models—0
Do Large Code Models Understand Programming Concepts? Counterfactual Analysis for Code Predicates—0
On the Robustness of Editing Large Language ModelsCode0
WebLINX: Real-World Website Navigation with Multi-Turn DialogueCode5
Personalized Text Generation with Fine-Grained Linguistic ControlCode0
TransLLaMa: LLM-based Simultaneous Translation SystemCode1
Improving Cross-Domain Low-Resource Text Generation through LLM Post-Editing: A Programmer-Interpreter Approach—0
Enhancing Retrieval Processes for Language Generation with Augmented Queries—0
Harnessing the Plug-and-Play Controller by Prompting—0
Linear-time Minimum Bayes Risk Decoding with Reference AggregationCode2
Shadowcast: Stealthy Data Poisoning Attacks Against Vision-Language ModelsCode2
Beyond the Black Box: A Statistical Model for LLM Reasoning and Inference—0
BRAIn: Bayesian Reward-conditioned Amortized Inference for natural language generation from feedback—0
Factuality of Large Language Models: A Survey—0
BetterV: Controlled Verilog Generation with Discriminative Guidance—0
Self-Debiasing Large Language Models: Zero-Shot Recognition and Reduction of Stereotypes—0
LLMs May Perform MCQA by Selecting the Least Incorrect Option—0
A Comparative Analysis of Conversational Large Language Models in Knowledge-Based Text GenerationCode0
LLM-based NLG Evaluation: Current Status and Challenges—0
Style Vectors for Steering Generative Large Language ModelCode1
ReAGent: A Model-agnostic Feature Attribution Method for Generative Language ModelsCode0
Non-Exchangeable Conformal Language Generation with Nearest NeighborsCode1
Hidding the Ghostwriters: An Adversarial Evaluation of AI-Generated Student Essay DetectionCode0
Emergency Department Decision Support using Clinical Pseudo-notesCode1
Probing Language Models' Gesture Understanding for Enhanced Human-AI Interaction—0
LOCOST: State-Space Models for Long Document Abstractive SummarizationCode1
Paramanu: A Family of Novel Efficient Generative Foundation Language Models for Indian Languages—0
A Cross-Language Investigation into Jailbreak Attacks in Large Language Models—0
TeenyTinyLlama: open-source tiny language models trained in Brazilian PortugueseCode2
Detecting LLM-Assisted Writing in Scientific Communication: Are We There Yet?—0
SemScore: Automated Evaluation of Instruction-Tuned LLMs based on Semantic Textual Similarity—0
Transfer Learning for Text Diffusion Models—0
Leveraging Professional Radiologists' Expertise to Enhance LLMs' Evaluation for Radiology Reports—0
Fortifying Ethical Boundaries in AI: Advanced Strategies for Enhancing Security in Large Language Models—0
To Burst or Not to Burst: Generating and Quantifying Improbable TextCode0
PROXYQA: An Alternative Framework for Evaluating Long-Form Text Generation with Large Language ModelsCode1
The Power of Noise: Redefining Retrieval for RAG SystemsCode2
TrICy: Trigger-guided Data-to-text Generation with Intent aware Attention-Copy—0
Semantic Sensitivities and Inconsistent Predictions: Measuring the Fragility of NLI ModelsCode0
Language Modelling Approaches to Adaptive Machine Translation—0
HiGen: Hierarchy-Aware Sequence Generation for Hierarchical Text Classification—0
Dynamic Traceback Learning for Medical Report Generation—0
Fine-grained Contract NER using instruction based modelCode0
Consistency Guided Knowledge Retrieval and Denoising in LLMs for Zero-shot Document-level Relation Triplet ExtractionCode1
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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