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All functions

adaptive_get_logs()
Retrieve canonical adaptive logs.
adaptive_item_log()
Adaptive item log accessor.
adaptive_rank()
Run adaptive ranking end-to-end from data and model settings
adaptive_rank_resume()
Adaptive ranking resume
adaptive_rank_run_live()
Adaptive ranking live runner
adaptive_rank_start()
Adaptive ranking
adaptive_results_history()
Adaptive results history in build_bt_data() format.
adaptive_round_log()
Adaptive round log accessor.
adaptive_step_log()
Adaptive step log accessor.
alternate_pair_order()
Deterministically alternate sample order in pairs
anthropic_compare_pair_live()
Live Anthropic (Claude) comparison for a single pair of samples
anthropic_create_batch()
Create an Anthropic Message Batch
anthropic_download_batch_results()
Download Anthropic Message Batch results (.jsonl)
anthropic_get_batch()
Retrieve an Anthropic Message Batch by ID
anthropic_poll_batch_until_complete()
Poll an Anthropic Message Batch until completion
build_anthropic_batch_requests()
Build Anthropic Message Batch requests from a tibble of pairs
build_bt_data()
Build Bradley-Terry comparison data from pairwise results
build_btl_results_data()
Build canonical results_tbl data for Bayesian BTL MCMC
build_elo_data()
Build EloChoice comparison data from pairwise results
build_gemini_batch_requests()
Build Gemini batch requests from a tibble of pairs
build_openai_batch_requests()
Build OpenAI batch JSONL lines for paired comparisons
build_prompt()
Build a concrete LLM prompt from a template
check_llm_api_keys()
Check configured API keys for LLM backends
check_positional_bias()
Check positional bias and bootstrap consistency reliability
compute_reverse_consistency()
Compute consistency between forward and reverse pair comparisons
ensure_only_ollama_model_loaded()
Ensure only one Ollama model is loaded in memory
estimate_llm_pairs_cost()
Estimate LLM token usage and cost for a set of pairwise comparisons
example_openai_batch_output
Example OpenAI Batch output (JSONL lines)
example_writing_pairs
Example dataset of paired comparisons for writing samples
example_writing_results
Example canonical results table for writing comparisons
example_writing_samples
Example dataset of writing samples
example_writing_samples1000
Synthetic Writing Samples with Controlled Quality Levels (N = 1000)
fit_bayes_btl_mcmc()
Full Bayesian BTL inference via CmdStanR (adaptive-compatible)
fit_bt_model()
Fit a Bradley–Terry model with sirt and fallback to BradleyTerry2
fit_elo_model()
Fit an EloChoice model to pairwise comparison data
gemini_compare_pair_live()
Live Google Gemini comparison for a single pair of samples
gemini_create_batch()
Create a Gemini Batch job from request objects
gemini_download_batch_results()
Download Gemini Batch results to a JSONL file
gemini_get_batch()
Retrieve a Gemini Batch job by name
gemini_poll_batch_until_complete()
Poll a Gemini Batch job until completion
get_prompt_template()
Retrieve a named prompt template
list_prompt_templates()
List available prompt templates
llm_compare_pair()
Backend-agnostic live comparison for a single pair of samples
llm_download_batch_results()
Extract results from a pairwiseLLM batch object
llm_resume_multi_batches()
Resume polling and download results for multiple batch jobs
llm_submit_pairs_batch()
Submit pairs to an LLM backend via batch API
llm_submit_pairs_multi_batch()
Multi‑batch submission and polling wrappers
load_adaptive_session()
Load an adaptive session from disk.
make_adaptive_judge_llm()
Build an LLM judge function for adaptive ranking
make_pairs()
Create all unordered pairs of writing samples
ollama_compare_pair_live()
Live Ollama comparison for a single pair of samples
openai_compare_pair_live()
Live OpenAI comparison for a single pair of samples
openai_create_batch()
Create an OpenAI batch from an uploaded file
openai_download_batch_output()
Download the output file for a completed batch
openai_get_batch()
Retrieve an OpenAI batch
openai_poll_batch_until_complete()
Poll an OpenAI batch until it completes or fails
openai_upload_batch_file()
Upload a JSONL batch file to OpenAI
parse_anthropic_batch_output()
Parse Anthropic Message Batch output into a tibble
parse_gemini_batch_output()
Parse Gemini batch JSONL output into a tibble of pairwise results
parse_openai_batch_output()
Parse an OpenAI Batch output JSONL file
print(<adaptive_state>)
Print an adaptive state summary.
print(<pairwiseLLM_cost_estimate>)
Print a pairwiseLLM cost estimate
randomize_pair_order()
Randomly assign samples to positions SAMPLE_1 and SAMPLE_2
read_samples_df()
Read writing samples from a data frame
read_samples_dir()
Read writing samples from a directory of .txt files
register_prompt_template()
Register a named prompt template
remove_prompt_template()
Remove a registered prompt template
run_anthropic_batch_pipeline()
Run an Anthropic batch pipeline for pairwise comparisons
run_gemini_batch_pipeline()
Run a Gemini batch pipeline for pairwise comparisons
run_openai_batch_pipeline()
Run a full OpenAI batch pipeline for pairwise comparisons
sample_pairs()
Randomly sample pairs of writing samples
sample_reverse_pairs()
Sample reversed versions of a subset of pairs
save_adaptive_session()
Save an adaptive session to disk.
set_prompt_template()
Get or set a prompt template for pairwise comparisons
submit_anthropic_pairs_live()
Live Anthropic (Claude) comparisons for a tibble of pairs
submit_gemini_pairs_live()
Live Google Gemini comparisons for a tibble of pairs
submit_llm_pairs()
Backend-agnostic live comparisons for a tibble of pairs
submit_ollama_pairs_live()
Live Ollama comparisons for a tibble of pairs
submit_openai_pairs_live()
Live OpenAI comparisons for a tibble of pairs
submit_together_pairs_live()
Live Together.ai comparisons for a tibble of pairs
summarize_adaptive()
Summarize an adaptive state.
summarize_bt_fit()
Summarize a Bradley–Terry model fit
summarize_items()
Summarize adaptive items
summarize_refits()
Summarize adaptive refits
together_compare_pair_live()
Live Together.ai comparison for a single pair of samples
trait_description()
Get a trait name and description for prompts
validate_session_dir()
Validate an adaptive session directory.
write_openai_batch_file()
Write an OpenAI batch table to a JSONL file