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Create app.py
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app.py
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| 1 |
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import re
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| 2 |
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from dataclasses import dataclass
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| 3 |
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| 4 |
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import gradio as gr
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| 5 |
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| 6 |
+
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| 7 |
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@dataclass(frozen=True)
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| 8 |
+
class Criterion:
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| 9 |
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name: str
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| 10 |
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description: str
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| 11 |
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keywords: tuple[str, ...]
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| 12 |
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advice: str
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| 13 |
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| 14 |
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| 15 |
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CRITERIA = (
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| 16 |
+
Criterion(
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| 17 |
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"Clear claim",
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| 18 |
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"The paragraph has a specific, debatable main point.",
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| 19 |
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("should", "must", "because", "therefore", "argue", "claim", "shows", "means"),
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| 20 |
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"State one clear position the paragraph is trying to prove.",
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| 21 |
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),
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| 22 |
+
Criterion(
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| 23 |
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"Relevant reasons",
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| 24 |
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"The paragraph gives reasons that directly support the claim.",
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| 25 |
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("because", "since", "reason", "first", "also", "another", "for example"),
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| 26 |
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"Add a reason that explains why the claim is true.",
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| 27 |
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),
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| 28 |
+
Criterion(
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"Reliable evidence",
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| 30 |
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"The paragraph includes concrete facts, examples, data, or observations.",
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| 31 |
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("for example", "for instance", "data", "study", "evidence", "according", "percent", "%"),
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| 32 |
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"Use a specific example, fact, quote, or piece of data.",
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| 33 |
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),
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+
Criterion(
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"Logical connection",
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| 36 |
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"The paragraph explains how the evidence supports the claim.",
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("this shows", "this means", "therefore", "as a result", "so", "which suggests"),
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| 38 |
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"Explain how the evidence proves the reason or claim.",
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| 39 |
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),
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+
Criterion(
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| 41 |
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"Counterargument",
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| 42 |
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"The paragraph considers an objection or alternative view.",
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| 43 |
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("although", "however", "some may argue", "critics", "opponents", "on the other hand"),
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| 44 |
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"Acknowledge one serious objection and respond to it fairly.",
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| 45 |
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),
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| 46 |
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Criterion(
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| 47 |
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"Consistency",
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| 48 |
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"The paragraph avoids contradiction and keeps its terms stable.",
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| 49 |
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("always", "never", "all", "none", "only", "every"),
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| 50 |
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"Check that the paragraph does not shift definitions or contradict itself.",
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| 51 |
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),
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| 52 |
+
Criterion(
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| 53 |
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"Appropriate scope",
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| 54 |
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"The conclusion does not claim more than the evidence can support.",
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| 55 |
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("might", "may", "often", "usually", "some", "many", "suggests"),
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| 56 |
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"Use careful wording when the evidence supports a limited conclusion.",
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| 57 |
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),
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| 58 |
+
Criterion(
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| 59 |
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"Clear organization",
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| 60 |
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"The paragraph moves in a readable order from claim to support to conclusion.",
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| 61 |
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("first", "next", "finally", "therefore", "in conclusion", "because"),
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| 62 |
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"Put the claim, reason, evidence, and explanation in a clear order.",
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| 63 |
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),
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| 64 |
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)
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| 65 |
+
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| 66 |
+
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| 67 |
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def split_sentences(text: str) -> list[str]:
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| 68 |
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return [sentence.strip() for sentence in re.split(r"(?<=[.!?])\s+", text) if sentence.strip()]
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| 69 |
+
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| 70 |
+
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| 71 |
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def contains_any(text: str, phrases: tuple[str, ...]) -> bool:
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| 72 |
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lowered = text.lower()
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| 73 |
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return any(phrase in lowered for phrase in phrases)
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| 74 |
+
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| 75 |
+
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| 76 |
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def score_criterion(paragraph: str, criterion: Criterion, sentences: list[str]) -> tuple[int, str]:
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| 77 |
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score = 1
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| 78 |
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notes = []
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| 79 |
+
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| 80 |
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if contains_any(paragraph, criterion.keywords):
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| 81 |
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score += 1
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| 82 |
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notes.append("signal words are present")
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| 83 |
+
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| 84 |
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if criterion.name == "Clear claim":
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| 85 |
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if sentences and len(sentences[0].split()) >= 8:
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| 86 |
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score += 1
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| 87 |
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notes.append("opening sentence is developed enough to carry a claim")
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| 88 |
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elif criterion.name == "Reliable evidence":
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| 89 |
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if re.search(r"\d", paragraph) or '"' in paragraph or "'" in paragraph:
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| 90 |
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score += 1
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| 91 |
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notes.append("specific detail, number, or quotation appears")
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| 92 |
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elif criterion.name == "Logical connection":
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| 93 |
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if len(sentences) >= 3:
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| 94 |
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score += 1
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| 95 |
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notes.append("multiple sentences give room for reasoning")
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| 96 |
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elif criterion.name == "Counterargument":
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| 97 |
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if contains_any(paragraph, ("but", "yet", "still")):
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| 98 |
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score += 1
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| 99 |
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notes.append("contrast language suggests a response")
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| 100 |
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elif criterion.name == "Consistency":
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| 101 |
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if not re.search(r"\b(always|never|all|none|everyone|no one)\b", paragraph.lower()):
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| 102 |
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score += 1
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| 103 |
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notes.append("avoids absolute language")
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| 104 |
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elif criterion.name == "Appropriate scope":
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| 105 |
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if contains_any(paragraph, ("might", "may", "often", "usually", "some", "many")):
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| 106 |
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score += 1
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| 107 |
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notes.append("uses careful qualifying language")
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| 108 |
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elif criterion.name == "Clear organization":
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| 109 |
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if len(sentences) >= 4:
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| 110 |
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score += 1
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| 111 |
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notes.append("paragraph has enough structure to develop a point")
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| 112 |
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else:
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| 113 |
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if len(sentences) >= 2:
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| 114 |
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score += 1
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| 115 |
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notes.append("paragraph gives more than a single unsupported statement")
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| 116 |
+
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| 117 |
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if not notes:
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| 118 |
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notes.append("needs clearer evidence in the paragraph")
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| 119 |
+
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| 120 |
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return min(score, 3), "; ".join(notes)
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| 121 |
+
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| 122 |
+
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| 123 |
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def evaluate_argument(paragraph: str) -> tuple[str, str]:
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| 124 |
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paragraph = paragraph.strip()
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| 125 |
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if not paragraph:
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| 126 |
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return "Paste a paragraph to evaluate.", ""
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| 127 |
+
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| 128 |
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sentences = split_sentences(paragraph)
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| 129 |
+
word_count = len(re.findall(r"\b[\w'-]+\b", paragraph))
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| 130 |
+
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| 131 |
+
rows = []
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| 132 |
+
total = 0
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| 133 |
+
priorities = []
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| 134 |
+
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| 135 |
+
for criterion in CRITERIA:
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| 136 |
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score, note = score_criterion(paragraph, criterion, sentences)
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| 137 |
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total += score
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| 138 |
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rows.append((criterion.name, f"{score}/3", note))
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| 139 |
+
if score < 3:
|
| 140 |
+
priorities.append(f"- **{criterion.name}:** {criterion.advice}")
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| 141 |
+
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| 142 |
+
max_score = len(CRITERIA) * 3
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| 143 |
+
percent = round((total / max_score) * 100)
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| 144 |
+
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| 145 |
+
if percent >= 85:
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| 146 |
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level = "Strong"
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| 147 |
+
elif percent >= 65:
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| 148 |
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level = "Developing"
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| 149 |
+
else:
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| 150 |
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level = "Needs more support"
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| 151 |
+
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| 152 |
+
summary = (
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| 153 |
+
f"## Overall: {level}\n\n"
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| 154 |
+
f"**Score:** {total}/{max_score} ({percent}%) \n"
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| 155 |
+
f"**Length:** {word_count} words, {len(sentences)} sentences\n\n"
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| 156 |
+
)
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| 157 |
+
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| 158 |
+
if priorities:
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| 159 |
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summary += "### Best next revisions\n" + "\n".join(priorities[:4])
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| 160 |
+
else:
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| 161 |
+
summary += "### Best next revisions\n- This paragraph already covers the major criteria. Revise for precision, stronger evidence, and smoother wording."
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| 162 |
+
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| 163 |
+
table = "| Criterion | Score | Evidence noticed |\n|---|---:|---|\n"
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| 164 |
+
for name, score, note in rows:
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| 165 |
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table += f"| {name} | {score} | {note} |\n"
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| 166 |
+
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| 167 |
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return summary, table
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| 168 |
+
|
| 169 |
+
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| 170 |
+
example_paragraph = (
|
| 171 |
+
"Schools should limit phone use during class because constant notifications make it harder "
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| 172 |
+
"for students to focus on complex work. For example, even a quick glance at a message can "
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| 173 |
+
"interrupt the chain of thought needed to understand a difficult reading. Some students may "
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| 174 |
+
"argue that phones help them look up information, but that benefit can still happen during "
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| 175 |
+
"planned research time rather than every minute of class. This means a clear phone policy can "
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| 176 |
+
"protect attention without banning useful technology completely."
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| 177 |
+
)
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| 178 |
+
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| 179 |
+
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| 180 |
+
with gr.Blocks(title="Good Argument Evaluator") as demo:
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| 181 |
+
gr.Markdown(
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| 182 |
+
"# Good Argument Evaluator\n"
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| 183 |
+
"Paste one paragraph and get feedback based on claim, reasons, evidence, logic, counterarguments, consistency, scope, and organization."
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| 184 |
+
)
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| 185 |
+
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| 186 |
+
paragraph_input = gr.Textbox(
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| 187 |
+
label="Paragraph",
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| 188 |
+
placeholder="Paste a paragraph here...",
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| 189 |
+
lines=10,
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| 190 |
+
value=example_paragraph,
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| 191 |
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)
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| 192 |
+
evaluate_button = gr.Button("Evaluate paragraph", variant="primary")
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| 193 |
+
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| 194 |
+
with gr.Row():
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| 195 |
+
summary_output = gr.Markdown(label="Summary")
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| 196 |
+
rubric_output = gr.Markdown(label="Criteria breakdown")
|
| 197 |
+
|
| 198 |
+
evaluate_button.click(
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| 199 |
+
fn=evaluate_argument,
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| 200 |
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inputs=paragraph_input,
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| 201 |
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outputs=[summary_output, rubric_output],
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| 202 |
+
)
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| 203 |
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paragraph_input.submit(
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| 204 |
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fn=evaluate_argument,
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| 205 |
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inputs=paragraph_input,
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| 206 |
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outputs=[summary_output, rubric_output],
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| 207 |
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)
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| 208 |
+
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| 209 |
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demo.load(
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| 210 |
+
fn=evaluate_argument,
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| 211 |
+
inputs=paragraph_input,
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| 212 |
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outputs=[summary_output, rubric_output],
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| 213 |
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)
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| 214 |
+
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| 215 |
+
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| 216 |
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if __name__ == "__main__":
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| 217 |
+
demo.launch()
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