Armored decisions more; smaller models have more variance
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78db506564
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@ -92,7 +92,7 @@ func (p *Processor) ProcessPapers(papers []Paper, criteria string) (*ProcessingR
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}{
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Paper: paper,
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Error: err.Error(),
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Output: "", // We could potentially add the raw LLM output here if needed
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Output: decision.RawOutput, // Include raw output for debugging
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})
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continue
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}
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@ -142,6 +142,7 @@ type llmResponse struct {
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type decisionResult struct {
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Decision string
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Explanation string
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RawOutput string // Store raw output for error reporting
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}
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func (p *Processor) evaluatePaper(paper Paper, criteria string) (*decisionResult, error) {
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@ -171,12 +172,12 @@ Abstract: %s`, criteria, paper.Title, paper.Abstract)
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reqJSON, err := json.Marshal(reqBody)
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if err != nil {
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return nil, fmt.Errorf("error marshaling request: %v", err)
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return &decisionResult{RawOutput: ""}, fmt.Errorf("error marshaling request: %v", err)
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}
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req, err := http.NewRequest("POST", p.config.APIEndpoint, bytes.NewBuffer(reqJSON))
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if err != nil {
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return nil, fmt.Errorf("error creating request: %v", err)
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return &decisionResult{RawOutput: ""}, fmt.Errorf("error creating request: %v", err)
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}
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req.Header.Set("Content-Type", "application/json")
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@ -185,39 +186,48 @@ Abstract: %s`, criteria, paper.Title, paper.Abstract)
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client := &http.Client{}
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resp, err := client.Do(req)
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if err != nil {
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return nil, fmt.Errorf("error making request: %v", err)
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return &decisionResult{RawOutput: ""}, fmt.Errorf("error making request: %v", err)
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}
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defer resp.Body.Close()
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body, err := ioutil.ReadAll(resp.Body)
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if err != nil {
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return nil, fmt.Errorf("error reading response: %v", err)
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return &decisionResult{RawOutput: ""}, fmt.Errorf("error reading response: %v", err)
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}
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var llmResp llmResponse
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if err := json.Unmarshal(body, &llmResp); err != nil {
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return nil, fmt.Errorf("error unmarshaling response: %v", err)
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return &decisionResult{RawOutput: string(body)}, fmt.Errorf("error unmarshaling response: %v", err)
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}
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if len(llmResp.Choices) == 0 {
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return nil, fmt.Errorf("no response from LLM")
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return &decisionResult{RawOutput: string(body)}, fmt.Errorf("no response from LLM")
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}
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content := llmResp.Choices[0].Message.Content
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// Find first line with ACCEPT/REJECT
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// Find line with ACCEPT/REJECT
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var decisionLine string
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lines := bytes.Split([]byte(content), []byte("\n"))
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for _, line := range lines {
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if strings.Contains(strings.ToUpper(string(line)), "ACCEPT") ||
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strings.Contains(strings.ToUpper(string(line)), "REJECT") {
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for i, line := range lines {
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upperLine := strings.ToUpper(string(line))
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// Check current line
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if strings.Contains(upperLine, "ACCEPT") || strings.Contains(upperLine, "REJECT") {
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decisionLine = string(line)
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break
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}
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// If current line is "DECISION", check next line
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if strings.TrimSpace(upperLine) == "DECISION" && i+1 < len(lines) {
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nextLine := strings.ToUpper(string(lines[i+1]))
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if strings.Contains(nextLine, "ACCEPT") || strings.Contains(nextLine, "REJECT") {
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decisionLine = string(lines[i+1])
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break
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}
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}
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}
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if decisionLine == "" {
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return nil, fmt.Errorf("no decision found in response. Full response:\n%s", content)
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return &decisionResult{RawOutput: content}, fmt.Errorf("no decision found in response. Full response:\n%s", content)
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}
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// Clean and normalize decision
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@ -225,7 +235,7 @@ Abstract: %s`, criteria, paper.Title, paper.Abstract)
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// Handle common prefixes and clean the decision text
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cleanDecision := rawDecision
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for _, prefix := range []string{"DECISION:", "Decision:", "-", "\"", "*"} {
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for _, prefix := range []string{"DECISION:", "Decision:", "-", "\"", "*", "THIS PAPER IS"} {
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cleanDecision = strings.TrimPrefix(cleanDecision, prefix)
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}
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cleanDecision = strings.TrimSpace(cleanDecision)
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@ -241,16 +251,25 @@ Abstract: %s`, criteria, paper.Title, paper.Abstract)
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case strings.HasPrefix(upperDecision, "REJECT"):
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decision = "REJECT"
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default:
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return nil, fmt.Errorf("invalid decision value: %q (cleaned: %q). Full response:\n%s",
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return &decisionResult{RawOutput: content}, fmt.Errorf("invalid decision value: %q (cleaned: %q). Full response:\n%s",
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rawDecision, cleanDecision, content)
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}
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// Get explanation as everything after the decision line
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explanation := strings.TrimSpace(strings.Replace(content, decisionLine, "", 1))
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// Remove any "Explanation" header if present
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explanation = strings.TrimPrefix(strings.TrimSpace(explanation), "Explanation")
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explanation = strings.TrimSpace(explanation)
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if explanation == "" {
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return &decisionResult{RawOutput: content}, fmt.Errorf("empty explanation in response. Full response:\n%s", content)
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}
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return &decisionResult{
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Decision: decision,
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Explanation: explanation,
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RawOutput: content,
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}, nil
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}
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