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 48514900 of 5335 papers

TitleStatusHype
Generating English from Abstract Meaning Representations0
Selecting Domain-Specific Concepts for Question Generation With Lightly-Supervised Methods0
The aNALoGuE Challenge: Non Aligned Language GEneration0
Statistical Natural Language Generation from Tabular Non-textual Data0
Statistics-Based Lexical Choice for NLG from Quantitative Information0
When to Plummet and When to Soar: Corpus Based Verb Selection for Natural Language Generation0
Automatic Reports from Spreadsheets: Data Analysis for the Rest of Us0
Don't Mention the Shoe! A Learning to Rank Approach to Content Selection for Image Description Generation0
Mining Knowledge in Storytelling Systems for Narrative Generation0
QGASP: a Framework for Question Generation Based on Different Levels of Linguistic Information0
Collecting Reliable Human Judgements on Machine-Generated Language: The Case of the QG-STEC Data0
Combinatorics vs Grammar: Archeology of Computational Poetry in Tape Mark I0
A Challenge to the Third Hoshi Shinichi Award0
Human-like Natural Language Generation Using Monte Carlo Tree Search0
Crowd-sourcing NLG Data: Pictures Elicit Better Data.0
Effect of Data Annotation, Feature Selection and Model Choice on Spatial Description Generation in French0
Summarising News Stories for Children0
Towards Generating Colour Terms for Referents in Photographs: Prefer the Expected or the Unexpected?0
Enhancing PTB Universal Dependencies for Grammar-Based Surface Realization0
Proceedings of the INLG 2016 Workshop on Computational Creativity in Natural Language Generation0
A Challenge Proposal for Narrative Generation Using CNLs0
Absolute and Relative Properties in Geographic Referring Expressions0
Evaluative Pattern Extraction for Automated Text Generation0
Ranking Automatically Generated Questions Using Common Human Queries0
An Analysis of the Ability of Statistical Language Models to Capture the Structural Properties of Language0
Abstractive Compression of Captions with Attentive Recurrent Neural Networks0
Incremental Generation of Visually Grounded Language in Situated Dialogue (demonstration system)0
Process Based Evaluation of Computer Generated Poetry0
Infusing NLU into Automatic Question Generation0
Towards proper name generation: a corpus analysis0
On the verbalization patterns of part-whole relations in isiZulu0
Automatic Generation of Student Report Cards0
Discourse-Driven Narrative Generation With Bipartite Planning0
How can we adapt generation to the user's cognitive load?0
Empirical Determination of Basic Heuristics for Narrative Content Planning0
Automatic label generation for news comment clusters0
Automatic Modification of Communication Style in Dialogue Management0
Sketch-to-Text Generation: Toward Contextual, Creative, and Coherent Composition0
Good Automatic Authentication Question Generation0
The Multilingual Affective Soccer Corpus (MASC): Compiling a biased parallel corpus on soccer reportage in English, German and Dutch0
SimpleNLG-IT: adapting SimpleNLG to Italian0
Category-Driven Content Selection0
Investigating Fluidity for Human-Robot Interaction with Real-time, Real-world Grounding Strategies0
Processing Document Collections to Automatically Extract Linked Data: Semantic Storytelling Technologies for Smart Curation Workflows0
Content selection as semantic-based ontology exploration0
Generating sets of related sentences from input seed features0
Aligning Texts and Knowledge Bases with Semantic Sentence Simplification0
On the Robustness of Standalone Referring Expression Generation Algorithms Using RDF Data0
Comparing the Template-Based Approach to GF: the case of Afrikaans0
Content Selection through Paraphrase Detection: Capturing different Semantic Realisations of the Same Idea0
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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