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录音练习评分揭秘

Joe Speaking 如何提高评分准确度

我们以录音练习为例,公开说明 Joe Speaking 如何生成分数,以及如何持续测试和提高准确度。

查看评分过程

录音练习分数

这是 AI 练习估分,不是官方成绩。

手机上的录音练习评分依据手机上的录音练习分数

同一种方法,不同考试规则

IELTS 和 CELPIP 都使用可解释的“是/否”检查,但评分标准和分数范围不同。下方图示、Prompt 与公开参考对比均以 IELTS 录音练习为例。

01分数如何生成

AI 不会直接决定你的分数

AI 会逐项完成“是/否”检查,再根据结果得出四项小分和练习总分。录音练习只发送文字,因此发音项只能参考回答文字是否清晰。

录音练习如何生成 AI 练习分数Joe Speaking 依次进行“是/否”检查,由通过数得出四项小分和练习总分。评分器只收到文字,因此发音项只能参考回答文字是否清晰。1读取回答回答文字 + 题目2逐项 是/否 检查示例:词汇词汇足够话题词汇灵活使用范围广泛完全灵活4 个“是” → 词汇 8 分3得出四项小分流利与连贯9词汇8语法8发音(文字参考)7通过数确定分数或范围4计算总分(9 + 8 + 8 + 7) ÷ 4平均 8.00总分8.0

发音分数只参考文字清晰度

评分器听不到发音、重音、节奏或语调,只能根据回答文字是否清晰来判断。

02评测结果

我们如何测试评分准确度

我们参考公开考生案例,由 Joe Speaking 匿名化整理成 10 份文字样本。每种评分设置对每个样本运行三次,取平均值,再与参考分数比较。差距越小,结果越接近。

参考来源

公开考生表现案例,仅作为参考。 查看公开参考来源

评测输入

10 份由 Joe Speaking 匿名化整理的 Part 3 文字样本及对应问题

每个结果

每种设置运行三次,再取一次平均值

对比测试如何进行

参考分数对比如何进行同一个样本、Prompt 和模型运行三次,平均值与公开参考分数比较,再根据差距复盘和改进。一组设置Part 3 样本 + Prompt + 模型每次上下文相同运行三次 15.0 25.5 35.5三次平均值5.33参考分数 5.0差距 0.33检查 → 修改 → 再次评测下方公开完整结果表

上一版差距

0.85

V33 评测差距

0.45

误差 ≤ 0.5

7/10

完整评测矩阵

这组结果来自 v0.6.0 评分更新。为了让评分更接近参考分数,我们前后迭代了 33 版评分 Prompt,再将最终版本与上一版评分器进行对比。下表完整展示 10 个样本、5 种评分设置,以及每种设置 3 次运行的结果。

共展示 150 次模型评分

Sample 01

参考分 5.0

上一版 · Gemini 3 Flash
5.5 / 5.5 / 5.5
Gemini 3 Flash
5.0 / 5.5 / 5.5
Gemini 3.5 Flash
6.0 / 5.5 / 5.5
Gemini 3.1 Pro Preview
6.0 / 5.0 / 5.5
Gemini 3.1 Flash-Lite
5.5 / 5.5 / 5.5

Sample 02

参考分 6.0

上一版 · Gemini 3 Flash
6.5 / 6.5 / 6.0
Gemini 3 Flash
6.0 / 6.5 / 6.0
Gemini 3.5 Flash
7.0 / 6.5 / 6.5
Gemini 3.1 Pro Preview
6.0 / 6.5 / 6.5
Gemini 3.1 Flash-Lite
6.0 / 6.0 / 6.0

Sample 03

参考分 6.0

上一版 · Gemini 3 Flash
6.0 / 6.0 / 6.0
Gemini 3 Flash
6.5 / 6.5 / 6.5
Gemini 3.5 Flash
6.5 / 6.5 / 6.5
Gemini 3.1 Pro Preview
6.5 / 6.0 / 6.5
Gemini 3.1 Flash-Lite
6.0 / 6.0 / 6.0

Sample 04

参考分 7.0

上一版 · Gemini 3 Flash
6.5 / 6.5 / 7.0
Gemini 3 Flash
7.0 / 7.0 / 7.0
Gemini 3.5 Flash
7.0 / 7.0 / 7.0
Gemini 3.1 Pro Preview
7.0 / 7.0 / 6.0
Gemini 3.1 Flash-Lite
6.0 / 6.0 / 6.0

Sample 05

参考分 7.0

上一版 · Gemini 3 Flash
6.5 / 7.0 / 6.0
Gemini 3 Flash
7.0 / 6.5 / 7.0
Gemini 3.5 Flash
7.0 / 7.0 / 7.0
Gemini 3.1 Pro Preview
6.5 / 6.5 / 7.0
Gemini 3.1 Flash-Lite
6.0 / 7.0 / 7.0

Sample 06

参考分 7.5

上一版 · Gemini 3 Flash
7.0 / 7.0 / 7.0
Gemini 3 Flash
6.0 / 7.0 / 7.0
Gemini 3.5 Flash
7.0 / 7.0 / 7.0
Gemini 3.1 Pro Preview
6.5 / 6.5 / 6.5
Gemini 3.1 Flash-Lite
6.0 / 6.0 / 6.5

Sample 07

参考分 8.0

上一版 · Gemini 3 Flash
7.0 / 7.0 / 7.0
Gemini 3 Flash
8.0 / 8.0 / 8.0
Gemini 3.5 Flash
8.0 / 8.0 / 8.0
Gemini 3.1 Pro Preview
7.5 / 8.0 / 7.5
Gemini 3.1 Flash-Lite
7.0 / 7.0 / 7.0

Sample 08

参考分 8.0

上一版 · Gemini 3 Flash
6.0 / 6.5 / 6.0
Gemini 3 Flash
7.0 / 7.0 / 7.0
Gemini 3.5 Flash
7.0 / 7.0 / 7.0
Gemini 3.1 Pro Preview
7.0 / 6.5 / 6.5
Gemini 3.1 Flash-Lite
6.0 / 6.5 / 6.5

Sample 09

参考分 8.5

上一版 · Gemini 3 Flash
7.0 / 7.0 / 7.5
Gemini 3 Flash
8.0 / 8.0 / 8.0
Gemini 3.5 Flash
8.0 / 8.0 / 8.0
Gemini 3.1 Pro Preview
8.0 / 8.0 / 8.0
Gemini 3.1 Flash-Lite
7.0 / 7.0 / 7.0

Sample 10

参考分 9.0

上一版 · Gemini 3 Flash
6.5 / 7.0 / 7.0
Gemini 3 Flash
8.0 / 8.0 / 8.0
Gemini 3.5 Flash
8.0 / 8.0 / 8.0
Gemini 3.1 Pro Preview
7.5 / 7.5 / 7.5
Gemini 3.1 Flash-Lite
7.0 / 7.0 / 6.5

这些匿名对比只把已公布的考生分数作为参考。结果来自 Joe Speaking 的开发测试,不是经 IELTS 官方验证的结果,也不是正式成绩。同一组样本也用于评分器开发,仍有 3 个高分样本低估超过 0.5 分。

03模型评测

为什么默认使用 Gemini 3 Flash

四个模型,每个样本运行三次。Gemini 3 Flash 的平均差距最小。

Gemini 3 Flash

默认
平均差距0.45
误差 ≤ 0.57/10
预估积分≈ 13

默认

Gemini 3.5 Flash

平均差距0.48
误差 ≤ 0.56/10
预估积分≈ 36

结果接近,但积分更多

Gemini 3.1 Pro Preview

平均差距0.65
误差 ≤ 0.57/10
预估积分≈ 45

积分更多,本次无提升

Gemini 3.1 Flash-Lite

平均差距0.95
误差 ≤ 0.54/10
预估积分≈ 5

积分最少,差距最大

Gemini 3 Flash 在本次测试中最接近参考分数,预估积分也少于 Flash 3.5 和 Pro。不同回答的结果仍会变化。

完整三次运行结果已列在上方评测矩阵中。积分来自 Joe Speaking 已完成反馈记录的估算,并非固定价格;扩大或更新数据集后,模型排名可能变化。

04评测 Prompt

查看本次评测使用的 Prompt

可切换 Part 1、Part 2 和 Part 3。这是上方结果所测试的 V33 评测 Prompt,不是当前生产评分 Prompt。

我们公开 Prompt,让学习者和老师可以检查规则、提出质疑并帮助我们改进。

评测 Prompt
V33
更新日期
2026 年 7 月 17 日
模板
feedback-combined-plus-ielts-recording-v33-v2

评分配置

saved-recording-dedicated-language-calibration-v33-duration-aware-2026-07-17

You are scoring one saved IELTS Speaking recording from an ASR transcript.

IELTS Part 1 saved recording
Topic: {{PART_1_TOPIC}}
Ordered examiner questions and candidate answers:
Q1: {{QUESTION_1}}
A1: {{ANSWER_1}}

Q2: {{QUESTION_2}}
A2: {{ANSWER_2}}

Q3: {{QUESTION_3}}
A3: {{ANSWER_3}}

## 2. IELTS Test-Based Feedback

Topic/Prompt: {{PART_1_TOPIC}}

### Evaluation Method
Use GRADUATED BINARY CHECKS for each criterion. Each check corresponds to a band threshold.
Count "yes" answers to determine the band. Checks are ordered from basic (Band 5) to advanced (Band 9).

**SPOKEN ENGLISH CONTEXT:**
This is an ASR (Automatic Speech Recognition) transcript of spoken English. Apply these tolerance guidelines:
- Pass checks if the core meaning is clear, even with minor grammar slips
- Natural speech patterns (repetitions for emphasis, filler words, self-corrections) are acceptable
- Do NOT penalize punctuation, capitalization, or formatting (ASR artifacts)
- Only fail a check if the issue genuinely impedes communication

**Part 1 calibration:** Short answers are normal in Part 1. Judge the grouped answers together. A concise direct answer can fully satisfy its question; there is no minimum word, sentence, example, linker, or discourse-marker requirement. Penalize only persistent failure to answer or develop an idea where the question actually calls for development.

**High-band language calibration (FC, LR, and GRA only):**
- Score FC, LR, and GRA independently. Apply the separate legacy transcript-based Pronunciation rubric exactly as written below.
- Use the dominant demonstrated language pattern across the full supplied recording. At Bands 8-9, one isolated slip, one brief answer, or one strong phrase is not a veto or an automatic pass.
- Treat a malformed span as possible ASR corruption only when it is internally implausible and inconsistent with the candidate's surrounding demonstrated language control. Do not silently repair recurring, clearly evidenced language errors.
- Apply the published descriptor allowance for occasional inaccuracies at Band 8 and rare slips at Band 9; do not require a literally perfect transcript.

### Official IELTS Speaking Criteria

---

**Criterion 1: Fluency and Coherence**
*Evaluates: Flow of speech, logical organization, and use of cohesive devices*

Binary Checks (5 total, graduated Band 5→Band 9):
1. MAINTAINS_FLOW (Band 5+): Does the speaker maintain flow of speech, even if using repetition or slow speech?
   - YES: Keeps going despite some repetition, self-correction, or hesitation; simple speech is fluent
   - NO: Frequent breakdowns in speech; unable to maintain flow

2. WILLING_TO_SPEAK (Band 6+): Is the speaker willing to speak at length with some coherence?
   - YES: Provides enough connected development for the question, though coherence may weaken at times and linking may be mechanical
   - NO: Ideas remain too fragmentary or disconnected to sustain the response where development is needed

3. SPEAKS_AT_LENGTH (Band 7+): Does the speaker speak at length without noticeable effort?
   - YES: Develops relevant ideas coherently and uses cohesive features with some flexibility across the supplied response
   - NO: Development remains noticeably limited, repetitive, or mechanically linked across the supplied response

4. FLUENT_SPEECH (Band 8+): Across the supplied answers, is the dominant Fluency and Coherence pattern closest to Band 8?
   - YES: Topics are coherent, relevant, and generally well developed; cohesive features are wide and flexible; hesitation is usually content-related
   - NO: Recurring language-search hesitation, repetition, or coherence limitations make Band 7 the closer overall fit
   - CALIBRATION: Occasional repetition, self-correction, or content-related hesitation remains compatible with Band 8

5. FULL_FLUENCY (Band 9): Across the supplied answers, is repetition or self-correction rare, hesitation used only to prepare content, and cohesion fully appropriate?
   - YES: The dominant pattern shows fully appropriate development and cohesion, with only rare non-systematic repair
   - NO: Repetition, self-correction, language-search hesitation, or imprecise cohesion is more than rare

Band Mapping:
- 5 yes = Band 9 (speaks fluently with full coherence)
- 4 yes = Band 8 (speaks fluently with rare hesitation)
- 3 yes = Band 7 (speaks at length without noticeable effort)
- 2 yes = Band 6 (willing to speak at length but some coherence loss)
- 1 yes = Band 5 (maintains flow with effort)
- 0 yes = Band 4 or below

---

**Criterion 2: Lexical Resource**
*Evaluates: Range of vocabulary, precision, and use of idiomatic language*

Binary Checks (5 total, graduated Band 5→Band 9):
1. ADEQUATE_VOCAB (Band 5+): Does the speaker have sufficient vocabulary for familiar topics?
   - YES: Basic vocabulary allows discussion of the topic; may be repetitive but communicates meaning
   - NO: Vocabulary too limited; cannot express ideas clearly

2. TOPIC_VOCAB (Band 6+): Does the speaker use vocabulary adequate for the topic with some variety?
   - YES: Uses appropriate vocabulary with some less common items; attempts paraphrasing
   - NO: Limited to very basic vocabulary; no variety or failed paraphrasing

3. FLEXIBLE_VOCAB (Band 7+): Does the speaker use vocabulary flexibly with awareness of style and collocation?
   - YES: Uses less common words/idioms appropriately; can paraphrase successfully; shows awareness of collocation
   - NO: Limited flexibility; paraphrasing attempts unsuccessful; inappropriate word combinations

4. WIDE_RANGE (Band 8+): Across the supplied topics, is the dominant Lexical Resource pattern closest to Band 8?
   - YES: Uses a wide resource readily and flexibly to convey precise meaning, with skillful less common or idiomatic use
   - NO: Range, flexibility, or precision remains sufficiently limited that Band 7 is the closer overall fit
   - CALIBRATION: Occasional inaccuracies remain compatible with Band 8; every answer need not contain an idiom

5. FULL_FLEXIBILITY (Band 9): Across all supplied topics, does the candidate use vocabulary with full flexibility and precision?
   - YES: Choice is consistently natural, accurate, and precise, with only rare slips compatible with otherwise full control
   - NO: Recurring imprecision or inappropriacy prevents full flexible control across the topics

Band Mapping:
- 5 yes = Band 9 (full flexibility and accuracy)
- 4 yes = Band 8 (wide range with skillful use)
- 3 yes = Band 7 (flexible use with less common items)
- 2 yes = Band 6 (adequate vocabulary for topic)
- 1 yes = Band 5 (sufficient for familiar topics only)
- 0 yes = Band 4 or below

---

**Criterion 3: Pronunciation (Transcript-Based Assessment)**
*Evaluates: Clarity and intelligibility as inferred from transcript*

⚠️ IMPORTANT - Transcript Limitations:
**CANNOT be assessed from transcript:** Actual pronunciation sounds, intonation patterns, word stress, rhythm, accent
**CAN be assessed from transcript:** Word clarity, consistency of forms, potential transcription errors suggesting pronunciation issues

Binary Checks (3 total, graduated Band 5→Band 8+):
1. INTELLIGIBILITY (Band 5+): Can the speaker be generally understood despite some unclear words?
   - YES: Most words are recognizable and meaning is generally clear from context
   - NO: Many words unclear or unrecognizable; meaning difficult to follow

2. WORD_CLARITY (Band 7+): Are words transcribed clearly without confusion patterns or ambiguity?
   - YES: Words are clear; no systematic confusion patterns (e.g., live/leave, think/thing); no obvious transcription errors
   - NO: Multiple instances of word confusion, unclear transcription, or ambiguous phrases

3. FULL_CLARITY (Band 8+): Is the transcript fully clear with no ambiguous words and would be easily understood?
   - YES: All words transcribed clearly; no ambiguity; response would be understood without any clarification needed
   - NO: Some words or phrases remain ambiguous or potentially mis-transcribed

**Note for feedback:** "Pronunciation, intonation, and stress patterns cannot be assessed from transcript alone. This Pronunciation score reflects only word clarity, transcription consistency, and intelligibility."

**Scoring Rationale:**
Pronunciation can reach Band 8-9 based on transcript clarity alone, following CELPIP's Listenability approach.
While actual pronunciation sounds cannot be assessed from text, perfect transcript clarity (no ambiguous words,
no transcription errors) indicates highly intelligible speech. A speaker whose words are transcribed with
complete accuracy demonstrates the clarity component of pronunciation worthy of high bands.

Band Mapping:
- 3 yes = Band 8 (default) or Band 9 (if exceptional clarity - see below)
- 2 yes = Band 7
- 1 yes = Band 5 or Band 6 (use 6 if close to WORD_CLARITY threshold)
- 0 yes = Band 4 or below

**Band 8 vs 9 Distinction (when all 3 checks pass):**
- Band 8: Transcript is clear with no ambiguous words
- Band 9: Transcript shows exceptional clarity AND includes sophisticated/technical vocabulary transcribed accurately (e.g., idioms, academic terms, proper nouns all captured correctly)

---

**Criterion 4: Grammatical Range and Accuracy**
*Evaluates: Range of structures and grammatical accuracy*

Binary Checks (5 total, graduated Band 5→Band 9):
1. BASIC_STRUCTURES (Band 5+): Does the speaker produce basic sentence forms with reasonable accuracy?
   - YES: Simple sentences are mostly correct; attempts complex structures but with errors
   - NO: Frequent errors even in basic structures; causes comprehension problems

2. MIXED_STRUCTURES (Band 6+): Does the speaker use a mix of simple and complex structures?
   - YES: Attempts complex structures (conditionals, relative clauses); errors rarely cause comprehension problems
   - NO: Only simple structures or complex attempts cause confusion

3. RANGE_WITH_FLEXIBILITY (Band 7+): Does the speaker use a range of complex structures with some flexibility?
   - YES: Frequently produces error-free sentences; uses variety of complex structures; some errors persist but don't impede
   - NO: Complex structures have frequent errors; limited flexibility

4. WIDE_RANGE (Band 8+): Across the supplied answers, is the dominant Grammatical Range and Accuracy pattern closest to Band 8?
   - YES: Uses a wide range flexibly; The majority of sentences are error-free; errors are occasional and non-systematic
   - NO: Range is not wide or errors recur sufficiently that Band 7 is the closer overall fit
   - CALIBRATION: Occasional inappropriate or non-systematic forms remain compatible with Band 8

5. FULL_RANGE (Band 9): Across the supplied answers, is the grammatical range full, natural, flexible, and consistently accurate?
   - YES: Full control is sustained, with only rare slips compatible with otherwise natural, precise use
   - NO: Recurring inappropriacies, basic errors, or range limitations prevent full natural control

Band Mapping:
- 5 yes = Band 9 (full range with consistent accuracy)
- 4 yes = Band 8 (wide range with majority error-free)
- 3 yes = Band 7 (range of complex structures with flexibility)
- 2 yes = Band 6 (mix of simple and complex)
- 1 yes = Band 5 (basic structures with reasonable accuracy)
- 0 yes = Band 4 or below

---

### Band 8 vs Band 9 Distinction

When a criterion scores at the 8+ threshold, apply these criteria to distinguish:

**Award Band 9 when:**
- Fluency: Only rare repetition; any hesitation is content-related; topics developed fully and appropriately
- Lexical: Full flexibility and precision; wide range used accurately and effortlessly throughout
- Grammar: Full range used naturally; only native-like 'slips'; structures always appropriate
- Pronunciation: All words fully clear in transcript; no ambiguity whatsoever

**Award Band 8 when:**
- Fluency: Occasional self-correction; hesitation usually content-related but not always
- Lexical: Wide range but occasional less precise choices; rare minor errors
- Grammar: Majority error-free but occasional minor errors or inappropriacies
- Pronunciation: Generally clear with minor ambiguities in a few words

**Default to Band 8 when:** Criteria met but without the consistent excellence markers of Band 9.

---

### Overall Band Calculation

**Formula:** Overall Band = (Fluency + Lexical + Pronunciation + Grammar) ÷ 4

**IELTS Speaking Rounding Rule:**
Speaking scores always ROUND DOWN (floor) to the nearest 0.5.

**Examples:**
- 6.125 → 6.0 (floor to .0)
- 6.25 → 6.0 (floor to .0)
- 6.5 → 6.5 (already at .5)
- 6.75 → 6.5 (floor to .5)
- 6.875 → 6.5 (floor to .5)

**Calculation Examples:**
- (7 + 7 + 6 + 6) ÷ 4 = 6.5 → **Band 6.5**
- (8 + 7 + 7 + 8) ÷ 4 = 7.5 → **Band 7.5**
- (9 + 8 + 8 + 8) ÷ 4 = 8.25 → **Band 8.0**
- (8 + 7 + 6 + 6) ÷ 4 = 6.75 → **Band 6.5**

**Important:** Criterion scores (FC, LR, GRA, P) must be whole numbers (5, 6, 7, 8, 9). Only the overall score uses 0.5 increments.

---

### Key Observations
Provide 3-4 specific observations tied DIRECTLY to check results, citing evidence from the transcript.
Examples:
- "Fluency limited by repetition of 'I think' (5 times) - WILLING_TO_SPEAK check: yes but close to threshold"
- "Strong vocabulary with idioms like 'take into account', 'on the other hand' - FLEXIBLE_VOCAB check: yes"
- "6 of 8 sentences use 'I + verb' pattern. Missing: compound openers with 'although/while'. Try: 'Although the weather was hot, I still enjoyed the walk' — MIXED_STRUCTURES check: no"

**Grammar & Structure Observations (MIXED_STRUCTURES, RANGE_WITH_FLEXIBILITY, WIDE_RANGE):**

When a grammar or structure check FAILS or is borderline, the observation MUST:
- NAME the specific sentence structures present AND absent (e.g., "simple conditionals present, no inversions or cleft sentences")
- QUOTE the actual sentence pattern from the transcript (e.g., "'I went to the park. I saw the lake. I liked it.' — all simple Subject-Verb-Object")
- SUGGEST one level-appropriate alternative structure using the learner's own content (e.g., "'Having visited the park, I was struck by the beautiful lake' — starting with a participle phrase")

BAD observation: "Limited sentence structures — MIXED_STRUCTURES check: no"
GOOD observation: "6 of 8 sentences use 'I + verb' pattern ('I went...', 'I saw...', 'I liked...'). Missing: compound sentences with 'although/while'. Try: 'Although the weather was hot, I still enjoyed the walk' — MIXED_STRUCTURES check: no"

LEVEL-APPROPRIATE GUIDANCE:
- Only diagnose structure monotony when there is enough material to show a pattern (multiple clauses or repeated openers across 50+ words — do NOT rely on sentence count, as ASR transcripts are often lightly punctuated or run-on)
- Suggest the NEXT step up from the learner's current level, not advanced rhetorical forms
- For lower levels (Band 5-6 / CELPIP L4-7): suggest basic compound sentences, simple conditionals ("If I had time, I would..."), basic relative clauses ("The place where I live...")
- For mid levels (Band 6-7 / CELPIP L8-9): suggest fronted adverbials ("Having considered this, ..."), concessive clauses ("Although it can be challenging, ..."), cleft sentences ("What I enjoy most is...")
- For higher levels (Band 7+ / CELPIP L10+): suggest inversions ("Not only did I..."), participle phrases ("Fascinated by the idea, I..."), mixed conditionals
- Always prefer spoken-natural alternatives over academic/written forms
- Use plain-English names for structures (e.g., "starting with a time phrase" not just "fronted adverbial") alongside the grammar term
- Do NOT invent structures that aren't supported by the transcript evidence

---

### JSON Output Format
{
  "testBased": {
    "test": "IELTS",
    "overall": <number 5.0-9.0 in 0.5 increments>,
    "criteria": [
      {
        "name": "Fluency and Coherence",
        "checks": [
          {"criterion": "MAINTAINS_FLOW", "result": true/false, "evidence": "<specific observation from transcript>"},
          {"criterion": "WILLING_TO_SPEAK", "result": true/false, "evidence": "<specific observation from transcript>"},
          {"criterion": "SPEAKS_AT_LENGTH", "result": true/false, "evidence": "<specific observation from transcript>"},
          {"criterion": "FLUENT_SPEECH", "result": true/false, "evidence": "<specific observation from transcript>"},
          {"criterion": "FULL_FLUENCY", "result": true/false, "evidence": "<specific observation from transcript>"}
        ],
        "yesCount": <0-5>,
        "band": <5-9>
      },
      {
        "name": "Lexical Resource",
        "checks": [
          {"criterion": "ADEQUATE_VOCAB", "result": true/false, "evidence": "<specific observation from transcript>"},
          {"criterion": "TOPIC_VOCAB", "result": true/false, "evidence": "<specific observation from transcript>"},
          {"criterion": "FLEXIBLE_VOCAB", "result": true/false, "evidence": "<specific observation from transcript>"},
          {"criterion": "WIDE_RANGE", "result": true/false, "evidence": "<specific observation from transcript>"},
          {"criterion": "FULL_FLEXIBILITY", "result": true/false, "evidence": "<specific observation from transcript>"}
        ],
        "yesCount": <0-5>,
        "band": <5-9>
      },
      {
        "name": "Pronunciation (Transcript-Based)",
        "checks": [
          {"criterion": "INTELLIGIBILITY", "result": true/false, "evidence": "<specific observation from transcript>"},
          {"criterion": "WORD_CLARITY", "result": true/false, "evidence": "<specific observation from transcript>"},
          {"criterion": "FULL_CLARITY", "result": true/false, "evidence": "<specific observation from transcript>"}
        ],
        "yesCount": <0-3>,
        "band": <5-9>,
        "note": "Pronunciation, intonation, and stress patterns cannot be assessed from transcript alone. This score reflects only word clarity, transcription consistency, and intelligibility."
      },
      {
        "name": "Grammatical Range and Accuracy",
        "checks": [
          {"criterion": "BASIC_STRUCTURES", "result": true/false, "evidence": "<specific observation from transcript>"},
          {"criterion": "MIXED_STRUCTURES", "result": true/false, "evidence": "<specific observation from transcript>"},
          {"criterion": "RANGE_WITH_FLEXIBILITY", "result": true/false, "evidence": "<specific observation from transcript>"},
          {"criterion": "WIDE_RANGE", "result": true/false, "evidence": "<specific observation from transcript>"},
          {"criterion": "FULL_RANGE", "result": true/false, "evidence": "<specific observation from transcript>"}
        ],
        "yesCount": <0-5>,
        "band": <5-9>
      }
    ],
    "keyObservations": [
      "Specific observation with transcript evidence and check reference",
      "Another observation explaining score with examples",
      "Third observation tied to check results"
    ]
  }
}

Return only the testBased scoring object in one strict JSON root object: {"testBased": {...}}. Do not return coaching, corrections, tips, an edited transcript, an improved answer, comparison feedback, vocabulary analysis, or per-question analysis.

查看或自定义评分说明

你可以在设置中查看或自定义评分说明。自定义 Prompt 未纳入上方 V33 评测。

打开设置
05分数无法衡量什么

当前评分无法确认你的真实发音

目前的录音练习反馈根据回答文字和题目背景评分。模型不会收到录音音频,因此无法确认你的实际发音。

评分器只读取文字

它无法判断具体发音、重音、节奏、语调、连读或口音。

语音对语音练习

两种练习模式,各有不同重点

录音练习适合反复作答和查看详细文字反馈。Live Conversation 会实时听取并回应你的声音,模拟真实口语考试中的互动对话。

体验 Live Conversation

语音转文字错误会影响分数

漏词或错词会影响词汇、语法和意思的判断。请求反馈前,请先回听并修正文字稿。

开发集误差仍然存在

仍有 3 个高分样本低估超过 0.5 分。单次评分可能波动;建议对相近题型多练几次,并用多次结果的平均分作预估。练习次数越多,单次异常结果的影响通常越小。

06下一步

更多样本,更真实的反馈

获得可靠样本后,我们会继续扩大评测集,并认真分析用户认为偏高、偏低或解释不清的分数。

01

扩大数据集

加入覆盖不同 IELTS 部分、话题和分数段的可靠样本。

02

学习有争议的评分

结合文字稿、模型、Prompt 版本、时长、估分和学习者预期分数进行复盘。

欢迎告诉我们你的感受

请告诉我们你预期的分数和原因;如适用,可附上 IELTS 部分、文字稿、模型、Prompt 版本和时长。

提交评分反馈

Joe Speaking 是独立练习产品,与 IELTS 无隶属或背书关系。页面中的分数均为 AI 练习估分,不是官方考试成绩。