Get Grammar, Vocab, Coherence feedback metrics
In this Spontaneous Speech Scoring example, we obtain and present feedback metrics for Grammar, Vocabulary, Coherence.
Feedback metrics help the learner identify specific areas of weaknesses within each skill and provide score explainability. For example, a low grammar score could be due to accuracy or range, or simply because the response was too short to showcase sufficient grammatical mastery. The feedback indices provide insight into the reasoning behind the score and direct the learner on how to improve their next attempt.
To obtain the feedback metrics we add the body parameter include_ielts_feedback=1 to the request.
Feedbck Indices:
In the API result JSON the following fields are returned within the speech_score.grammar, speech_score.vocab, speech_score.coherence nodes. Each index has 3 sub-elements:
- score: on a scale of 1 to 10
- level: an interpretation of the score as low/mid/high
- message: a feedback message if the score is low.
| Index | Description |
|---|---|
| grammar.overall_metrics.length | The sufficiency of the response length in words to demonstrate the necessary grammatical range. |
| grammar.overallmetrics.lexicaldiversity | The degree of variation in syntactic structures such as diversity in verbs, adjectives and adverbial modifiers. |
| grammar.overallmetrics.grammaticalaccuracy | The degree of grammatical inaccuracies in the response. A list of grammatical errors with suggested replacements is returned in the grammar.errors node when this index is low. |
| grammar.overallmetrics.grammaticalrange | The degree of grammatical range demonstrated in the response. This score is further broken down into 4 additional sub-indices: - nounphrasevariation - nounphrasecomplexity - verbconstructionvariation - adverbmodifiervariation |
| grammar.overallmetrics.grammaticalrange.nounphrasevariation | The degree of variation in structure of noun phrases such as the number and types of modifiers used in the response. |
| grammar.overallmetrics.grammaticalrange.nounphrasecomplexity | The degree of complexity of noun phrases such as the richness of adjectives, relative clauses, prepositional phrases, nonfinite elements, determiners, and demonstratives used in the response. |
| grammar.overall.metrics.grammaticalrange.verbconstruction_variation | The degree of variation in verbal structures such as the number and types of verb structural elements used in the response. |
| grammar.overall.metrics.grammaticalrange.adverbmodifier_variation | The degree of variation in types of adverbs or adverb phrases to modify clauses, verbs, and adjectives used in the response. |
| vocab.overallmetrics.lexicaldiversity | The degree of word diversity in the response. |
| vocab.overallmetrics.wordsophistication | The degree of use of advanced, less common vocabulary in the response. |
| vocab.overallmetrics.wordspecificity | The degree of use of specific (less general) verbs, nouns, and adjectives which are specific to the meaning being conveyed. |
| vocab.overallmetrics.academiclanguage_use | The degree of use of academic language in the response. |
| vocab.overallmetrics.collocationcommonality | The degree of use of advanced word combinations. |
| vocab.overall_metrics.idiomaticity | The degree of use of idiomatic language. |
| coherence.overallmetrics.lexicaldensity | The degree of use of content words within the response. |
| coherence.overallmetrics.basicconnectives | The degree and variety of basic connectives within the response. A list of most overused basic connectives is included. |
| coherence.overallmetrics.causalconnectives | The degree and variety of causal connectives within the response. A list of most overused causal connectives is included. |
| coherence.overallmetrics.negativeconnectives | The degree and variety of negative connectives within the response. A list of most used negative connectives is included. |
| coherence.overallmetrics.pronoundensity | The degree of use of pronouns within the response. |
| coherence.overallmetrics.adverbdiversity | The degree and variety of adverbs within the response. A list of most overused adverbs is included. |
| coherence.overallmetrics.verbdiversity | The degree and variety of verbs within the response. A list of most overused verbs is included. |
An example grammar feedback looks like the following:
{
"grammar":
{
"overall_metrics": {
"length": {
"score": 4,
"level": "mid"
},
"lexical_diversity": {
"score": 8,
"level": "high"
},
"grammatical_accuracy": {
"score": 8,
"level": "high"
},
"grammatical_range": {
"score": 5,
"level": "mid",
"message": "Your response has less grammatical range than most advanced speakers. To improve, you should use a wider range of phrasal and clausal structures and verb-argument constructions.",
"noun_phrase_complexity": {
"score": 1,
"level": "low",
"message": "Your response lacks noun phrase complexity. You should use richer modifiers in noun phrases by using adjectives, relative clauses, prepositional phrases, non-finite elements, determiners, and demonstratives."
},
"noun_phrase_variation": {
"score": 5,
"level": "mid"
},
"verb_construction_variation": {
"score": 6,
"level": "mid"
},
"adverb_modifier_variation": {
"score": 9,
"level": "high"
}
}
},
"errors": [
{
"category": "STYLE",
"message": "Did you mean 'different from'? 'Different than' is often considered colloquial style.",
"span": [44,48],
"matched_text": "than",
"replacements": ["from"]
}
]
}
}
Grammatical Errors
The grammar.errors node contains a JSON array of grammatical errors found in the response. Each array element is an object with the following properties:
| key | Description |
|---|---|
| category | The type of error such as; STYLE, GRAMMAR, COLLOCATION, CONFUSED_WORDS |
| message | A descriptive message of the error. The message may refer to words within the evalauted text and include suggested replacements within the ... markup tags. |
| span | The [begin, end] indices of the matched text in characters. |
| matched_text | The matched text where the error was found. |
| replacements | An array of zero or more suggested replacements where applicable. |
Request Params
| Key | Datatype | Required | Description |
|---|---|---|---|
key | string | API key issued by Speechace. | |
user_id | string | A unique anonymized identifier for the end-user who spoke the audio. | |
dialect | string | Optional: The dialect to use for scoring. Supported values are "en-us" (US English) and "en-gb" (UK English). |
Request Body
[{"name"=>"user_audio_file", "value"=>nil, "datatype"=>"null"}, {"name"=>"question_info", "value"=>"'u1/q1'", "datatype"=>"string"}, {"name"=>"include_ielts_feedback", "value"=>"1", "datatype"=>"number"}]
RESPONSES
status: OK
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Also, in the past people could only travel by land or sea and traveling was often long and unsafe.","word_score_list":[{"word":"Yes","quality_score":100,"phone_score_list":[{"phone":"y","stress_level":null,"extent":[81,87],"quality_score":100,"word_extent":[0,1],"sound_most_like":"y"},{"phone":"eh","stress_level":1,"extent":[87,93],"quality_score":99.5,"stress_score":100,"predicted_stress_level":0,"word_extent":[1,2],"sound_most_like":"eh"},{"phone":"s","stress_level":null,"extent":[93,102],"quality_score":100,"word_extent":[2,3],"sound_most_like":"s"}],"ending_punctuation":",","syllable_score_list":[{"phone_count":3,"stress_level":1,"letters":"yes","quality_score":100,"stress_score":100,"predicted_stress_level":0,"extent":[81,102]}]},{"word":"I","quality_score":99,"phone_score_list":[{"phone":"ay","stress_level":1,"extent":[102,111],"quality_score":99.33333333333333,"stress_score":100,"predicted_stress_level":0,"word_extent":[0,1],"sound_most_like":"ay"}],"syllable_score_list":[{"phone_count":1,"stress_level":1,"letters":"i","quality_score":99,"stress_score":100,"predicted_stress_level":0,"extent":[102,111]}]},{"word":"do","quality_score":100,"phone_score_list":[{"phone":"d","stress_level":null,"extent":[111,120],"quality_score":99.66666666666667,"word_extent":[0,1],"sound_most_like":"d"},{"phone":"uw","stress_level":1,"extent":[120,141],"quality_score":99.42857142857143,"stress_score":100,"predicted_stress_level":0,"word_extent":[1,2],"sound_most_like":"uw"}],"ending_punctuation":".","syllable_score_list":[{"phone_count":2,"stress_level":1,"letters":"do","quality_score":100,"stress_score":100,"predicted_stress_level":0,"extent":[111,141]}]},{"word":"Travel","quality_score":85,"phone_score_list":[{"phone":"t","stress_level":null,"extent":[207,216],"quality_score":92,"word_extent":[0,1],"sound_most_like":"t"},{"phone":"r","stress_level":null,"extent":[216,222],"quality_score":96,"word_extent":[1,2],"sound_most_like":"r"},{"phone":"ae","stress_level":1,"extent":[222,228],"quality_score":93,"stress_score":86,"predicted_stress_level":0,"word_extent":[2,3],"sound_most_like":"ae"},{"phone":"v","stress_level":null,"extent":[228,234],"quality_score":98,"word_extent":[3,4],"sound_most_like":"v"},{"phone":"ah","stress_level":0,"extent":[234,235],"quality_score":35,"stress_score":100,"predicted_stress_level":0,"word_extent":[4,5],"sound_most_like":"uw"},{"phone":"l","stress_level":null,"extent":[235,243],"quality_score":94.25,"word_extent":[5,6],"sound_most_like":"l"}],"syllable_score_list":[{"phone_count":4,"stress_level":1,"letters":"trav","quality_score":95,"stress_score":86,"predicted_stress_level":0,"extent":[207,234]},{"phone_count":2,"stress_level":0,"letters":"el","quality_score":65,"stress_score":100,"predicted_stress_level":0,"extent":[234,243]}]},{"word":"today","quality_score":99,"phone_score_list":[{"phone":"t","stress_level":null,"extent":[243,249],"quality_score":100,"word_extent":[0,1],"sound_most_like":"t"},{"phone":"ah","stress_level":0,"extent":[249,255],"quality_score":97.5,"stress_score":100,"predicted_stress_level":0,"word_extent":[1,2],"sound_most_like":"ah"},{"phone":"d","stress_level":null,"extent":[255,261],"quality_score":100,"word_extent":[2,3],"sound_most_like":"d"},{"phone":"ey","stress_level":1,"extent":[261,276],"quality_score":99.6,"stress_score":100,"predicted_stress_level":1,"word_extent":[3,5],"sound_most_like":"ey"}],"syllable_score_list":[{"phone_count":2,"stress_level":0,"letters":"to","quality_score":99,"stress_score":100,"predicted_stress_level":0,"extent":[243,255]},{"phone_count":2,"stress_level":1,"letters":"day","quality_score":100,"stress_score":100,"predicted_stress_level":1,"extent":[255,276]}]},{"word":"is","quality_score":100,"phone_score_list":[{"phone":"ih","stress_level":1,"extent":[276,285],"quality_score":99,"stress_score":100,"predicted_stress_level":0,"word_extent":[0,1],"sound_most_like":"ih"},{"phone":"z","stress_level":null,"extent":[285,288],"quality_score":100,"word_extent":[1,2],"sound_most_like":"z"}],"syllable_score_list":[{"phone_count":2,"stress_level":1,"letters":"is","quality_score":100,"stress_score":100,"predicted_stress_level":0,"extent":[276,288]}]},{"word":"vastly","quality_score":93,"phone_score_list":[{"phone":"v","stress_level":null,"extent":[288,300],"quality_score":82.25,"word_extent":[0,1],"sound_most_like":"v","child_phones":[{"extent":[288,297],"quality_score":98,"sound_most_like":"v"},{"extent":[297,300],"quality_score":35,"sound_most_like":"w"}]},{"phone":"ae","stress_level":1,"extent":[300,309],"quality_score":93.33333333333333,"stress_score":0,"predicted_stress_level":0,"word_extent":[1,2],"sound_most_like":"ae"},{"phone":"s","stress_level":null,"extent":[309,318],"quality_score":100,"word_extent":[2,3],"sound_most_like":"s"},{"phone":"t","stress_level":null,"extent":[318,319],"quality_score":86,"word_extent":[3,4],"sound_most_like":"t"},{"phone":"l","stress_level":null,"extent":[319,327],"quality_score":99,"word_extent":[4,5],"sound_most_like":"l"},{"phone":"iy","stress_level":0,"extent":[327,330],"quality_score":99,"str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