Human-AI Interaction Coding Sequences — hai

Coded sequences of human-AI programming interactions from 34 projects across 429 sessions. Actions are coded at two granularity levels (broad categories vs fine-grained codes) and split by actor (Human, AI, or both combined). Each row is one session (project + session_id); columns T1, T2, ... hold the sequential actions. NA indicates the session ended before that time step.

Usage

coding

coding_detailed

ai_coding

ai_detailed

human_ai

human_ai_detailed

Format

coding: 429 x 164 data.frame. Human actions by category (9 states: Command, Correct, Frustrate, Inquire, Interrupt, Refine, Request, Specify, Verify).
coding_detailed: 429 x 164 data.frame. Human actions by fine-grained code (15 states: Accept, Arguing, Ask, Command, Context, Correction, Direct, Frustration, Interrupt, Refinement, Reject, Request, Specification, Thinking, Verification).
ai_coding: 428 x 138 data.frame. AI actions by category (8 states: Ask, Delegate, Execute, Explain, Investigate, Plan, Repair, Report).
ai_detailed: 428 x 138 data.frame. AI actions by fine-grained code (18 states: Acknowledge, Apologize, Ask, Comply, Delegate, Diagnose, Escape, Execute, Explain, Hedge, Investigate, Plan, Refuse, Report, Retry, Scaffold, Suggest, Warn).
human_ai: 429 x 302 data.frame. Both actors combined, by category (17 states).
human_ai_detailed: 429 x 302 data.frame. Both actors combined, by fine-grained code (32 states).

An object of class data.frame with 429 rows and 164 columns.

An object of class data.frame with 428 rows and 138 columns.

An object of class data.frame with 429 rows and 287 columns.

Source

Human-AI programming interaction study, 34 projects, 429 sessions.

Value

A data.frame where each row is one session. The first columns identify the session; the remaining columns (T1, T2, ...) hold the sequential action codes, with NA indicating the session ended before that time step. Six variants are provided: coding (human actions by category, 9 states), coding_detailed (human actions by fine-grained code, 15 states), ai_coding (AI actions by category, 8 states), ai_detailed (AI actions by fine-grained code, 18 states), human_ai (both actors by category, 17 states), and human_ai_detailed (both actors by fine-grained code, 32 states).

Examples

data(coding)
head(coding[, 1:6])
#>                      T1      T2      T3        T4      T5        T6
#> Project_1_S1    Request Specify Command   Correct Specify Frustrate
#> Project_10_S186 Command Request Command Interrupt Correct   Request
#> Project_10_S187 Specify Command Specify Interrupt Request   Specify
#> Project_10_S188 Specify Command Specify Interrupt Command   Request
#> Project_10_S189 Specify Command Specify Interrupt Request   Specify
#> Project_11_S190 Command Inquire Correct   Inquire  Verify   Request
dim(coding)
#> [1] 429 164