Longman Dictionary of Contemporary English Online

Input a query into the RAG pipeline.

Retrieve definition from LDOCE API.

Cross-reference LLM output with LDOCE data.

Flag discrepancies for human review.

Analyze text for frequency markers (S1-W1).

Check for correct collocation usage.

Identify advanced academic vocabulary from the Academic Word List.

Generate a complexity score.

Identify target topic lists in LDOCE.

Extract high-frequency business terms.

Incorporate terms into the system prompt.

Validate output against the 'Business' topic dictionary.

Export IPA transcriptions for target vocabulary.

Associate transcriptions with LDOCE audio files.

Feed audio/IPA pairs into the acoustic model training set.

Benchmark model against human-vetted pronunciations.

Analyze sentence structure against the 'Longman Grammar of Spoken and Written English'.

Highlight prepositions that violate collocation rules.

Suggest corrections based on learner corpus data.

Apply corrections to the source text.

Select a proficiency level (e.g., B2).

Extract relevant words from the Longman 3000 list.

Download contextual examples for each word.

Format into a lesson plan template.

Compare UK and US definitions for the same headword.

Identify differences in connotation or usage.

Select the culturally appropriate variant.

Verify with 'Usage Notes' in the LDOCE entries.