Sarcasm with tone as nonliteral-ness

; Five possible movie states
(define states
  (list 'terrible 'bad 'ok 'good 'amazing))

; Listener believes the movie is amazing, but plausibly good as well
(define (state-prior) 
  (multinomial states '(0.01 0.05 0.1 0.3 0.5)))

; Probability of positive valence given each movie state
(define (valence-prior state)
  (if (flip (second (assoc state
                           (list (list 'terrible 0.01)
                                 (list 'bad 0.2)
                                 (list 'ok 0.5)
                                 (list 'good 0.8)
                                 (list 'amazing 0.99)))))
     'pos
     'neg))

; Probability of high arousal given each movie state
(define (arousal-prior state)
  (if (flip (second (assoc state
                           (list (list 'terrible 0.9)
                                 (list 'bad 0.5)
                                 (list 'ok 0.1)
                                 (list 'good 0.5)
                                 (list 'amazing 0.9)))))
      'high
      'low
      ))


(define (goal-prior)
  (multinomial (list 'g-state 'g-valence 'g-arousal) '(0.1 0.1 0.1)))

(define (goal-satisfied? goal listener-interp speaker-world)
  (case goal
    (('g-state) (equal? (first listener-interp) (first speaker-world)))
    (('g-valence) (equal? (second listener-interp) (second speaker-world)))
    (('g-arousal) (equal? (third listener-interp) (third speaker-world)))
        ))

;; Define list of possible utterances (same as price states)
(define utterances states)

(define (utterance-prior)
  (uniform-draw utterances))

;; Literal interpretation "meaning" function, just check if uttered number reflects price state
(define (literal-interpretation utterance state)
  (equal? utterance state))


;; Pragmatic listener, jointly infers the price state, speaker valence, and QUD
(define L1
  (mem
   (lambda (utterance tone)
     (enumeration-query
      (define same? (flip sameness-prior))
      (define state 
        (if same? (state-prior)
            (uniform-draw states)))
      (define valence (valence-prior state))
      (define arousal (arousal-prior state))
      (define goal (goal-prior))
      (list same?)
      (equal? (list utterance tone) (apply multinomial (S1 state valence arousal goal)))))))

;; Speaker, chooses an utterance to convey a particular value of the qud
(define S1
  (mem
   (lambda (state valence arousal goal)
     (enumeration-query
      (define utterance (utterance-prior))
      ;(define tone (if (equal? goal 'g-arousal) 'drawl (tone-prior)))
      (define tone (if (equal? state utterance) 
                       (multinomial tones (list 0.2 0.8)) 
                       (multinomial tones (list 0.8 0.2))))
      (define lit-interp (apply multinomial (L0 utterance)))
      (list utterance tone)
          (goal-satisfied? goal lit-interp 
                     (list state valence arousal))))))

;; Literal listener, infers the qud value assuming the utterance is true of the state
(define L0
  (mem
   (lambda (utterance)
     (enumeration-query
      (define state (state-prior))
      (define valence (valence-prior state))
      (define arousal (arousal-prior state))
      (list state valence arousal)
      (literal-interpretation utterance state)))))

(define tones (list 'drawl 'plain))
(define (tone-prior) (multinomial tones (list 0.5 0.5)))
(define sameness-prior 0.5)

(barplot (L1 'terrible 'plain) "terrible")
(barplot (L1 'terrible 'drawl) "terrible ~")
(barplot (L1 'amazing 'plain) "amazing")
(barplot (L1 'amazing 'drawl) "amazing ~")