id int64 0 45k | prompt stringlengths 1.45k 2.69k | ground_truth listlengths 3 3 | known_count int64 4 16 |
|---|---|---|---|
17,233 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994453.203 | 63.680 | 16.389 | 51.816 | -93 | -94 | -93 | -86 | -86 | -84 | -88 | -85 |
| B | 1731994700.223 | 70.472 | 60.911 | 51.816 | -83 | -78 | -78 | -80 | -79 | -78 | -75 | -66 |
| C | 1731994183.224 | 63.680 | 7.949 | 51.816 | -98 | -96 | -93 | -95 | -86 | -97 | -92 | -83 |
| D | 1731994675.227 | 3.396 | 64.574 | 51.816 | -90 | -85 | -77 | -87 | -81 | -85 | -73 | -75 |
| E | 1731994557.234 | 57.736 | 106.574 | 51.816 | -91 | -100 | -89 | -83 | -85 | -87 | -86 | -71 |
| F | 1731994483.227 | 5.094 | 79.835 | 51.816 | -100 | -85 | -77 | -86 | -86 | -86 | -75 | -75 |
| G | 1731994384.221 | 11.038 | 61.070 | 51.816 | -88 | -86 | -86 | -83 | -75 | -74 | -75 | -69 |
| H | 1731994959.179 | 77.265 | 2.296 | 51.816 | -102 | -103 | -99 | -96 | -89 | -97 | -99 | -85 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994630.203
- **Target RSSI fingerprint:** [-76, -79, -73, -69, -76, -74, -69, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
108.68001185722478,
62.291154861450195,
51.816
] | 8 |
39,708 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128834.158 | 102.739 | 25.545 | 51.816 | -75 | -100 | -90 | -100 | -81 | -82 | -100 | -74 |
| B | 1724128610.151 | 30.567 | 52.763 | 51.816 | -100 | -77 | -82 | -71 | -74 | -78 | -64 | -81 |
| C | 1724128502.165 | 112.079 | 97.458 | 51.816 | -74 | -82 | -71 | -82 | -80 | -78 | -77 | -73 |
| D | 1724128734.123 | 101.890 | 58.443 | 51.816 | -69 | -75 | -75 | -78 | -74 | -76 | -79 | -72 |
| E | 1724128400.167 | 35.662 | 41.218 | 51.816 | -72 | -78 | -100 | -83 | -100 | -76 | -82 | -72 |
| F | 1724128710.143 | 32.265 | 52.245 | 51.816 | -100 | -80 | -82 | -84 | -85 | -74 | -80 | -76 |
| G | 1724128772.131 | 73.021 | 10.616 | 51.816 | -100 | -82 | -81 | -78 | -79 | -81 | -64 | -76 |
| H | 1724128917.148 | 101.041 | 60.340 | 51.816 | -75 | -82 | -81 | -89 | -79 | -81 | -85 | -73 |
| I | 1724128946.138 | 116.325 | 31.225 | 51.816 | -82 | -84 | -68 | -81 | -83 | -83 | -100 | -75 |
| J | 1724128690.137 | 87.456 | 85.275 | 51.816 | -100 | -82 | -66 | -79 | -80 | -81 | -63 | -70 |
| K | 1724128449.132 | 70.474 | 73.969 | 51.816 | -82 | -82 | -85 | -84 | -82 | -80 | -82 | -73 |
| L | 1724128990.159 | 8.491 | 108.963 | 51.816 | -100 | -82 | -82 | -79 | -80 | -82 | -66 | -73 |
| M | 1724128878.141 | 63.681 | 71.554 | 51.816 | -79 | -81 | -89 | -85 | -79 | -79 | -65 | -69 |
| N | 1724128492.123 | 119.721 | 86.111 | 51.816 | -80 | -78 | -78 | -68 | -69 | -78 | -76 | -68 |
| O | 1724128784.125 | 50.096 | 12.023 | 51.816 | -100 | -79 | -75 | -67 | -75 | -79 | -66 | -67 |
| P | 1724128612.127 | 28.869 | 55.537 | 51.816 | -100 | -71 | -81 | -67 | -73 | -74 | -66 | -60 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128566.138
- **Target RSSI fingerprint:** [-62, -75, -71, -80, -76, -76, -100, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
138.40101862840996,
52.52415657043457,
51.816
] | 16 |
13,962 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994349.228 | 76.416 | 117.430 | 51.816 | -89 | -86 | -84 | -82 | -73 | -81 | -85 | -74 |
| B | 1731994640.213 | 78.963 | 28.412 | 51.816 | -87 | -93 | -83 | -68 | -79 | -81 | -79 | -72 |
| C | 1731994644.232 | 65.378 | 16.429 | 51.816 | -83 | -81 | -85 | -77 | -81 | -86 | -79 | -76 |
| D | 1731994643.206 | 68.774 | 18.910 | 51.816 | -81 | -81 | -84 | -72 | -79 | -79 | -77 | -74 |
| E | 1731994248.217 | 61.982 | 10.457 | 51.816 | -79 | -90 | -84 | -88 | -85 | -77 | -77 | -80 |
| F | 1731994634.206 | 99.340 | 48.609 | 51.816 | -83 | -91 | -74 | -85 | -78 | -72 | -75 | -71 |
| G | 1731994615.220 | 85.755 | 95.560 | 51.816 | -88 | -79 | -78 | -79 | -85 | -75 | -66 | -74 |
| H | 1731994346.211 | 84.057 | 109.016 | 51.816 | -86 | -100 | -79 | -84 | -71 | -74 | -82 | -70 |
| I | 1731994541.207 | 79.812 | 106.309 | 51.816 | -89 | -85 | -81 | -86 | -73 | -76 | -85 | -72 |
| J | 1731994941.206 | 77.265 | 1.115 | 51.816 | -95 | -95 | -100 | -97 | -103 | -99 | -90 | -99 |
| K | 1731994738.218 | 84.906 | 112.891 | 51.816 | -88 | -74 | -80 | -86 | -73 | -77 | -89 | -73 |
| L | 1731994415.223 | 94.246 | 99.050 | 51.816 | -87 | -87 | -80 | -84 | -85 | -75 | -75 | -73 |
| M | 1731994418.230 | 95.095 | 98.453 | 51.816 | -88 | -79 | -78 | -80 | -85 | -77 | -66 | -72 |
| N | 1731994631.198 | 106.982 | 58.934 | 51.816 | -83 | -92 | -74 | -73 | -76 | -76 | -79 | -72 |
| O | 1731994262.222 | 56.887 | 20.702 | 51.816 | -85 | -74 | -88 | -84 | -83 | -86 | -81 | -81 |
| P | 1731994371.226 | 20.378 | 72.058 | 51.816 | -77 | -85 | -100 | -77 | -83 | -82 | -72 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994753.213
- **Target RSSI fingerprint:** [-90, -84, -85, -82, -89, -87, -72, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
61.132506669688944,
111.31193161010742,
51.816
] | 16 |
11,656 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723009855.157 | 26.321 | 83.577 | 60.960 | -81 | -100 | -74 | -100 | -81 | -82 | -71 | -75 |
| B | 1723010469.144 | 167.265 | 50.494 | 60.960 | -69 | -76 | -100 | -70 | -73 | -100 | -79 | -78 |
| C | 1723009869.153 | 10.189 | 68.528 | 60.960 | -73 | -74 | -72 | -74 | -74 | -80 | -74 | -70 |
| D | 1723009907.146 | 130.756 | 7.339 | 60.960 | -76 | -71 | -74 | -71 | -76 | -62 | -73 | -76 |
| E | 1723009799.144 | 154.529 | 14.836 | 60.960 | -82 | -75 | -77 | -73 | -75 | -66 | -83 | -76 |
| F | 1723009899.167 | 93.397 | 6.171 | 60.960 | -77 | -74 | -77 | -78 | -79 | -63 | -71 | -79 |
| G | 1723009905.170 | 122.265 | 6.980 | 60.960 | -85 | -73 | -78 | -73 | -80 | -64 | -75 | -76 |
| H | 1723010281.203 | 87.453 | 35.684 | 60.960 | -78 | -80 | -73 | -89 | -79 | -72 | -69 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010018.167
- **Target RSSI fingerprint:** [-75, -75, -71, -70, -81, -76, -75, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
145.18963876232175,
45.31834125518799,
60.96
] | 8 |
11,435 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722841218.183 | 86.604 | 75.535 | 60.960 | -80 | -82 | -74 | -83 | -70 | -71 | -79 | -75 |
| B | 1722840846.158 | 33.963 | 146.107 | 60.960 | -71 | -83 | -77 | -79 | -84 | -72 | -76 | -72 |
| C | 1722841382.165 | 84.057 | 128.975 | 60.960 | -82 | -76 | -83 | -77 | -84 | -75 | -72 | -76 |
| D | 1722840897.162 | 126.510 | 129.944 | 60.960 | -88 | -80 | -82 | -87 | -74 | -76 | -72 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841182.162
- **Target RSSI fingerprint:** [-78, -76, -74, -72, -81, -77, -70, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
103.58563124678518,
144.46133613586426,
60.96
] | 4 |
4,186 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004884.135 | 15.283 | 34.397 | 60.960 | -78 | -71 | -70 | -82 | -80 | -79 | -77 | -74 |
| B | 1723004792.134 | 127.359 | 91.778 | 60.960 | -85 | -100 | -74 | -75 | -67 | -72 | -85 | -64 |
| C | 1723004502.154 | 118.869 | 47.216 | 60.960 | -84 | -84 | -100 | -79 | -71 | -77 | -74 | -63 |
| D | 1723004640.138 | 44.151 | 88.195 | 60.960 | -87 | -75 | -90 | -77 | -80 | -85 | -77 | -75 |
| E | 1723004636.163 | 62.831 | 89.827 | 60.960 | -86 | -81 | -100 | -75 | -79 | -82 | -72 | -62 |
| F | 1723004362.150 | 127.359 | 67.626 | 60.960 | -83 | -100 | -71 | -82 | -87 | -66 | -83 | -57 |
| G | 1723004386.135 | 95.095 | 9.289 | 60.960 | -82 | -81 | -83 | -75 | -73 | -78 | -69 | -68 |
| H | 1723004833.134 | 76.416 | 18.313 | 60.960 | -82 | -83 | -76 | -79 | -83 | -77 | -83 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004933.149
- **Target RSSI fingerprint:** [-79, -81, -73, -78, -81, -78, -80, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
127.35933227295807,
47.73355007171631,
60.96
] | 8 |
1,048 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722841089.172 | 116.322 | 102.872 | 60.960 | -80 | -88 | -76 | -82 | -76 | -78 | -72 | -77 |
| B | 1722840822.165 | 49.246 | 82.515 | 60.960 | -78 | -87 | -85 | -75 | -80 | -81 | -78 | -66 |
| C | 1722841113.163 | 101.888 | 174.373 | 60.960 | -81 | -79 | -78 | -82 | -77 | -76 | -74 | -73 |
| D | 1722841102.162 | 131.605 | 124.848 | 60.960 | -82 | -81 | -75 | -82 | -82 | -85 | -82 | -80 |
| E | 1722840850.164 | 46.698 | 157.108 | 60.960 | -82 | -76 | -85 | -84 | -81 | -75 | -73 | -78 |
| F | 1722840861.175 | 63.680 | 137.003 | 60.960 | -79 | -81 | -77 | -76 | -72 | -70 | -65 | -72 |
| G | 1722841032.151 | 40.755 | 92.972 | 60.960 | -80 | -87 | -68 | -76 | -75 | -82 | -81 | -67 |
| H | 1722841228.150 | 68.774 | 62.039 | 60.960 | -79 | -72 | -76 | -68 | -84 | -72 | -74 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841386.175
- **Target RSSI fingerprint:** [-89, -79, -82, -86, -76, -82, -73, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
98.49125593956623,
141.60820484161377,
60.96
] | 8 |
43,910 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691729.135 | 193.592 | 53.427 | 51.816 | -81 | -85 | -82 | -89 | -82 | -83 | -84 | -79 |
| B | 1723691467.166 | 157.081 | 4.777 | 51.816 | -78 | -84 | -100 | -82 | -85 | -76 | -75 | -75 |
| C | 1723691842.157 | 230.951 | 92.521 | 51.816 | -76 | -83 | -84 | -82 | -73 | -100 | -76 | -82 |
| D | 1723691351.135 | 219.913 | 106.402 | 51.816 | -100 | -84 | -66 | -71 | -77 | -74 | -78 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691655.155
- **Target RSSI fingerprint:** [-76, -85, -86, -82, -86, -77, -72, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
200.38427493072746,
53.665409088134766,
51.816
] | 4 |
13,648 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994604.227 | 68.774 | 84.068 | 51.816 | -80 | -81 | -77 | -83 | -83 | -77 | -74 | -72 |
| B | 1731994581.229 | 9.340 | 60.991 | 51.816 | -83 | -89 | -91 | -88 | -85 | -72 | -70 | -75 |
| C | 1731994323.231 | 112.076 | 61.442 | 51.816 | -84 | -80 | -81 | -81 | -83 | -75 | -73 | -81 |
| D | 1731994749.223 | 73.868 | 123.560 | 51.816 | -85 | -82 | -78 | -69 | -89 | -71 | -73 | -87 |
| E | 1731994295.221 | 32.264 | 95.029 | 51.816 | -88 | -86 | -86 | -89 | -82 | -69 | -87 | -79 |
| F | 1731994661.226 | 22.925 | 42.824 | 51.816 | -78 | -74 | -82 | -75 | -87 | -86 | -81 | -77 |
| G | 1731994736.198 | 91.699 | 105.181 | 51.816 | -89 | -94 | -94 | -84 | -73 | -77 | -84 | -71 |
| H | 1731994953.238 | 77.265 | 1.991 | 51.816 | -96 | -91 | -99 | -99 | -101 | -98 | -80 | -97 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994420.223
- **Target RSSI fingerprint:** [-77, -83, -84, -77, -89, -77, -63, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
97.6421981529754,
95.93156337738037,
51.816
] | 8 |
19,852 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008537.144 | 102.737 | 42.678 | 51.816 | -85 | -74 | -100 | -83 | -75 | -100 | -76 | -73 |
| B | 1723008052.170 | 118.020 | 8.984 | 51.816 | -83 | -81 | -73 | -73 | -83 | -79 | -79 | -79 |
| C | 1723008574.181 | 9.340 | 83.789 | 51.816 | -88 | -83 | -85 | -81 | -88 | -83 | -86 | -81 |
| D | 1723008495.160 | 90.850 | 9.276 | 51.816 | -87 | -82 | -100 | -71 | -84 | -100 | -83 | -73 |
| E | 1723008031.147 | 46.698 | 8.095 | 51.816 | -74 | -82 | -100 | -76 | -70 | -68 | -68 | -71 |
| F | 1723008212.152 | 68.774 | 80.405 | 51.816 | -86 | -100 | -76 | -83 | -79 | -78 | -80 | -76 |
| G | 1723008006.165 | 9.340 | 81.467 | 51.816 | -82 | -80 | -77 | -100 | -80 | -72 | -75 | -74 |
| H | 1723008163.154 | 145.190 | 56.014 | 51.816 | -77 | -73 | -77 | -75 | -78 | -78 | -81 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008129.143
- **Target RSSI fingerprint:** [-81, -78, -76, -71, -85, -73, -79, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
28.01905293441288,
85.03658294677734,
51.816
] | 8 |
15,902 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722839261.180 | 24.623 | 134.018 | 51.816 | -74 | -74 | -82 | -83 | -75 | -86 | -85 | -72 |
| B | 1722838946.170 | 41.604 | 92.534 | 51.816 | -83 | -80 | -82 | -83 | -85 | -73 | -82 | -70 |
| C | 1722839136.156 | 74.718 | 67.055 | 51.816 | -93 | -91 | -77 | -75 | -85 | -74 | -75 | -88 |
| D | 1722838918.171 | 125.661 | 107.556 | 51.816 | -93 | -86 | -81 | -79 | -84 | -86 | -74 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839149.150
- **Target RSSI fingerprint:** [-85, -83, -83, -84, -86, -70, -84, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
48.39656566844244,
83.29816341400146,
51.816
] | 4 |
1,894 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006696.139 | 59.434 | 85.116 | 42.672 | -86 | -80 | -87 | -100 | -74 | -70 | -69 | -70 |
| B | 1723006770.147 | 69.623 | 74.022 | 42.672 | -100 | -90 | -87 | -100 | -81 | -100 | -77 | -100 |
| C | 1723006617.167 | 147.737 | 8.360 | 42.672 | -83 | -78 | -84 | -78 | -74 | -78 | -71 | -83 |
| D | 1723006330.145 | 63.680 | 83.351 | 42.672 | -82 | -100 | -81 | -73 | -100 | -74 | -75 | -72 |
| E | 1723006336.146 | 35.661 | 82.502 | 42.672 | -73 | -76 | -76 | -73 | -100 | -74 | -81 | -68 |
| F | 1723006378.155 | 74.717 | 10.391 | 42.672 | -78 | -80 | -86 | -75 | -77 | -82 | -81 | -80 |
| G | 1723006657.136 | 54.340 | 38.869 | 42.672 | -84 | -89 | -80 | -77 | -85 | -79 | -88 | -66 |
| H | 1723006805.152 | 19.528 | 54.382 | 42.672 | -84 | -81 | -71 | -76 | -84 | -73 | -87 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723007050.143
- **Target RSSI fingerprint:** [-100, -100, -104, -102, -90, -102, -86, -102]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
200.3786824277214,
4.127087593078613,
42.672000000000004
] | 8 |
38,972 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723690100.159 | 211.422 | 128.417 | 42.672 | -79 | -84 | -84 | -78 | -65 | -77 | -71 | -82 |
| B | 1723689703.145 | 209.724 | 138.198 | 42.672 | -81 | -83 | -82 | -73 | -67 | -80 | -73 | -84 |
| C | 1723689965.151 | 196.988 | 91.459 | 42.672 | -83 | -100 | -85 | -76 | -100 | -86 | -83 | -100 |
| D | 1723690073.131 | 198.686 | 51.887 | 42.672 | -78 | -73 | -81 | -100 | -85 | -75 | -86 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689799.149
- **Target RSSI fingerprint:** [-82, -86, -84, -100, -77, -79, -73, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
199.5351860073738,
45.172367095947266,
42.672000000000004
] | 4 |
40,920 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123348.154 | 107.834 | 60.619 | 60.960 | -78 | -73 | -79 | -72 | -75 | -74 | -68 | -71 |
| B | 1724123211.153 | 47.549 | 61.309 | 60.960 | -82 | -100 | -80 | -78 | -81 | -83 | -76 | -77 |
| C | 1724123329.138 | 62.832 | 71.196 | 60.960 | -81 | -87 | -81 | -81 | -76 | -77 | -77 | -66 |
| D | 1724123084.130 | 97.645 | 38.232 | 60.960 | -84 | -75 | -83 | -84 | -77 | -78 | -70 | -66 |
| E | 1724123331.140 | 72.172 | 75.893 | 60.960 | -81 | -82 | -84 | -84 | -77 | -73 | -72 | -66 |
| F | 1724123471.134 | 45.002 | 31.238 | 60.960 | -81 | -79 | -81 | -81 | -78 | -79 | -67 | -65 |
| G | 1724123323.191 | 35.662 | 56.917 | 60.960 | -71 | -90 | -78 | -82 | -75 | -76 | -71 | -71 |
| H | 1724123134.127 | 9.340 | 42.200 | 60.960 | -100 | -87 | -71 | -76 | -78 | -80 | -79 | -66 |
| I | 1724123181.141 | 111.230 | 42.213 | 60.960 | -83 | -88 | -83 | -76 | -77 | -89 | -69 | -62 |
| J | 1724123088.128 | 112.928 | 46.048 | 60.960 | -86 | -70 | -86 | -85 | -80 | -73 | -72 | -65 |
| K | 1724123560.134 | 50.945 | 67.599 | 60.960 | -73 | -90 | -80 | -80 | -100 | -79 | -78 | -63 |
| L | 1724123286.142 | 76.418 | 48.636 | 60.960 | -84 | -78 | -83 | -79 | -78 | -80 | -70 | -63 |
| M | 1724123261.131 | 101.890 | 40.568 | 60.960 | -85 | -71 | -83 | -86 | -79 | -73 | -74 | -65 |
| N | 1724123104.135 | 101.041 | 62.437 | 60.960 | -85 | -79 | -83 | -80 | -77 | -80 | -80 | -69 |
| O | 1724123064.139 | 33.114 | 4.618 | 60.960 | -79 | -79 | -71 | -72 | -75 | -78 | -76 | -76 |
| P | 1724123423.137 | 38.209 | 6.622 | 60.960 | -81 | -83 | -81 | -81 | -79 | -83 | -85 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123333.122
- **Target RSSI fingerprint:** [-80, -79, -81, -83, -73, -72, -71, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
80.66315469437598,
80.81660270690918,
60.96
] | 16 |
35,369 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689902.144 | 208.875 | 133.938 | 42.672 | -80 | -86 | -78 | -100 | -74 | -69 | -70 | -84 |
| B | 1723689327.132 | 5.095 | 69.882 | 42.672 | -83 | -82 | -100 | -72 | -100 | -99 | -92 | -93 |
| C | 1723690108.146 | 205.479 | 134.509 | 42.672 | -84 | -89 | -82 | -85 | -83 | -83 | -81 | -87 |
| D | 1723689654.175 | 166.421 | 103.323 | 42.672 | -100 | -85 | -85 | -100 | -100 | -85 | -76 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723690076.157
- **Target RSSI fingerprint:** [-83, -87, -75, -87, -75, -100, -100, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
207.17695908850726,
60.7783317565918,
42.672000000000004
] | 4 |
38,818 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128646.147 | 94.249 | 23.980 | 51.816 | -100 | -100 | -63 | -84 | -82 | -70 | -100 | -62 |
| B | 1724128451.146 | 75.569 | 64.043 | 51.816 | -77 | -100 | -65 | -84 | -80 | -76 | -79 | -65 |
| C | 1724128403.131 | 41.605 | 27.138 | 51.816 | -78 | -85 | -79 | -100 | -100 | -77 | -83 | -65 |
| D | 1724128575.134 | 135.005 | 40.687 | 51.816 | -80 | -82 | -78 | -83 | -67 | -76 | -79 | -70 |
| E | 1724128738.115 | 120.570 | 67.347 | 51.816 | -80 | -80 | -75 | -77 | -79 | -80 | -81 | -68 |
| F | 1724128549.150 | 97.645 | 55.722 | 51.816 | -80 | -81 | -74 | -77 | -73 | -78 | -80 | -74 |
| G | 1724128716.134 | 42.454 | 31.968 | 51.816 | -79 | -85 | -100 | -81 | -83 | -76 | -82 | -65 |
| H | 1724128594.132 | 55.191 | 1.354 | 51.816 | -84 | -75 | -100 | -100 | -73 | -81 | -62 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128486.126
- **Target RSSI fingerprint:** [-79, -68, -81, -70, -81, -79, -78, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
131.60833059756774,
58.37639331817627,
51.816
] | 8 |
16,910 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008171.147 | 157.077 | 16.588 | 51.816 | -74 | -71 | -100 | -73 | -74 | -83 | -71 | -100 |
| B | 1723007917.143 | 168.114 | 51.622 | 51.816 | -75 | -74 | -72 | -81 | -82 | -82 | -78 | -80 |
| C | 1723008227.155 | 29.717 | 84.094 | 51.816 | -83 | -77 | -80 | -80 | -76 | -72 | -85 | -70 |
| D | 1723008626.147 | 196.982 | 16.933 | 51.816 | -82 | -88 | -71 | -75 | -87 | -82 | -70 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008338.156
- **Target RSSI fingerprint:** [-87, -76, -77, -76, -77, -65, -77, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
15.283119782407026,
55.97445487976074,
51.816
] | 4 |
30,617 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691897.133 | 55.191 | 47.667 | 51.816 | -75 | -71 | -80 | -80 | -80 | -80 | -75 | -75 |
| B | 1723691501.204 | 146.892 | 95.374 | 51.816 | -76 | -73 | -83 | -79 | -84 | -77 | -80 | -80 |
| C | 1723691829.156 | 217.366 | 115.598 | 51.816 | -79 | -75 | -77 | -79 | -81 | -80 | -77 | -77 |
| D | 1723691366.145 | 200.384 | 135.345 | 51.816 | -74 | -82 | -78 | -82 | -84 | -80 | -83 | -85 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691383.160
- **Target RSSI fingerprint:** [-79, -78, -75, -84, -84, -70, -77, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
138.4010034479177,
80.31232833862305,
51.816
] | 4 |
4,062 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004901.164 | 49.246 | 11.731 | 60.960 | -75 | -75 | -77 | -84 | -83 | -74 | -73 | -59 |
| B | 1723005033.202 | 79.812 | 4.724 | 60.960 | -78 | -81 | -88 | -80 | -72 | -82 | -74 | -61 |
| C | 1723004517.144 | 42.453 | 44.469 | 60.960 | -100 | -81 | -67 | -74 | -70 | -80 | -83 | -64 |
| D | 1723004537.150 | 1.698 | 81.958 | 60.960 | -79 | -73 | -80 | -82 | -84 | -72 | -76 | -75 |
| E | 1723004592.139 | 135.850 | 12.660 | 60.960 | -78 | -75 | -83 | -70 | -72 | -66 | -72 | -71 |
| F | 1723004842.199 | 70.472 | 63.432 | 60.960 | -86 | -89 | -86 | -85 | -84 | -76 | -75 | -80 |
| G | 1723004634.146 | 66.227 | 90.570 | 60.960 | -89 | -88 | -85 | -83 | -80 | -84 | -84 | -76 |
| H | 1723004549.150 | 28.868 | 90.398 | 60.960 | -80 | -83 | -83 | -84 | -89 | -77 | -69 | -80 |
| I | 1723004794.165 | 127.359 | 85.037 | 60.960 | -89 | -87 | -89 | -89 | -89 | -69 | -74 | -65 |
| J | 1723004474.155 | 98.491 | 12.965 | 60.960 | -74 | -81 | -70 | -70 | -67 | -76 | -70 | -58 |
| K | 1723004808.141 | 134.152 | 14.319 | 60.960 | -83 | -81 | -85 | -81 | -78 | -67 | -73 | -75 |
| L | 1723004440.154 | 5.094 | 71.368 | 60.960 | -78 | -74 | -72 | -76 | -76 | -75 | -70 | -74 |
| M | 1723005027.148 | 92.548 | 28.266 | 60.960 | -78 | -83 | -78 | -78 | -79 | -81 | -72 | -63 |
| N | 1723004910.156 | 94.246 | 12.992 | 60.960 | -77 | -83 | -70 | -71 | -68 | -79 | -72 | -61 |
| O | 1723004898.143 | 32.264 | 10.497 | 60.960 | -75 | -75 | -87 | -85 | -85 | -75 | -72 | -100 |
| P | 1723005019.165 | 112.925 | 64.959 | 60.960 | -84 | -85 | -82 | -80 | -85 | -83 | -71 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004473.158
- **Target RSSI fingerprint:** [-76, -83, -70, -70, -68, -81, -71, -59]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
93.39684366683592,
13.09786319732666,
60.96
] | 16 |
27,497 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725941440.150 | 43.302 | 30.469 | 51.816 | -100 | -100 | -100 | -100 | -71 | -74 | -61 | -100 |
| B | 1725940972.162 | 95.096 | 14.650 | 51.816 | -75 | -76 | -71 | -78 | -66 | -71 | -84 | -69 |
| C | 1725941034.139 | 30.566 | 26.461 | 51.816 | -76 | -75 | -72 | -81 | -78 | -76 | -86 | -72 |
| D | 1725941291.170 | 84.907 | 73.651 | 51.816 | -79 | -76 | -80 | -77 | -79 | -77 | -82 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725940977.159
- **Target RSSI fingerprint:** [-77, -81, -65, -79, -74, -77, -85, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
97.64282486706011,
15.008797645568848,
51.816
] | 4 |
20,630 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723003088.139 | 71.321 | 64.959 | 51.816 | -84 | -87 | -82 | -88 | -76 | -74 | -74 | -68 |
| B | 1723003200.130 | 44.151 | 44.880 | 51.816 | -86 | -83 | -74 | -73 | -80 | -89 | -87 | -71 |
| C | 1723003159.141 | 113.774 | 11.373 | 51.816 | -77 | -75 | -100 | -76 | -73 | -75 | -70 | -64 |
| D | 1723003389.184 | 133.303 | 21.684 | 51.816 | -84 | -81 | -87 | -78 | -83 | -74 | -75 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003026.157
- **Target RSSI fingerprint:** [-89, -78, -87, -91, -87, -81, -70, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
97.64215488811863,
94.12679195404053,
51.816
] | 4 |
25,236 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725941030.170 | 50.095 | 23.767 | 51.816 | -88 | -83 | -74 | -84 | -75 | -81 | -76 | -78 |
| B | 1725940822.168 | 54.340 | 23.873 | 51.816 | -81 | -77 | -76 | -76 | -74 | -77 | -75 | -66 |
| C | 1725941090.163 | 88.303 | 70.492 | 51.816 | -67 | -75 | -100 | -74 | -100 | -78 | -100 | -63 |
| D | 1725940847.169 | 2.547 | 39.267 | 51.816 | -79 | -77 | -100 | -70 | -100 | -69 | -100 | -71 |
| E | 1725940845.143 | 0.849 | 30.349 | 51.816 | -87 | -78 | -74 | -71 | -74 | -73 | -68 | -74 |
| F | 1725940970.150 | 86.605 | 16.508 | 51.816 | -85 | -82 | -77 | -77 | -72 | -78 | -74 | -70 |
| G | 1725941005.157 | 66.227 | 85.594 | 51.816 | -68 | -71 | -73 | -100 | -71 | -78 | -72 | -66 |
| H | 1725941067.162 | 20.378 | 129.983 | 51.816 | -69 | -66 | -74 | -69 | -74 | -77 | -72 | -68 |
| I | 1725941251.151 | 3.396 | 47.097 | 51.816 | -86 | -80 | -76 | -70 | -74 | -72 | -72 | -71 |
| J | 1725940899.152 | 106.134 | 53.732 | 51.816 | -70 | -74 | -76 | -80 | -78 | -77 | -69 | -64 |
| K | 1725940966.146 | 66.227 | 20.171 | 51.816 | -84 | -82 | -72 | -77 | -70 | -77 | -72 | -72 |
| L | 1725941367.144 | 69.624 | 22.254 | 51.816 | -85 | -79 | -74 | -79 | -76 | -76 | -71 | -73 |
| M | 1725941147.152 | 0.849 | 35.087 | 51.816 | -82 | -78 | -70 | -80 | -69 | -81 | -72 | -66 |
| N | 1725940884.138 | 72.171 | 84.546 | 51.816 | -67 | -79 | -75 | -75 | -81 | -80 | -83 | -65 |
| O | 1725941130.145 | 18.679 | 68.555 | 51.816 | -81 | -74 | -72 | -79 | -75 | -74 | -75 | -70 |
| P | 1725941036.161 | 20.378 | 28.385 | 51.816 | -80 | -100 | -73 | -74 | -71 | -75 | -70 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725940821.146
- **Target RSSI fingerprint:** [-80, -77, -77, -76, -72, -77, -73, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
54.34035470862476,
27.589116096496582,
51.816
] | 16 |
28,510 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937850.152 | 68.775 | 71.806 | 30.480 | -82 | -72 | -77 | -86 | -72 | -71 | -78 | -72 |
| B | 1725937881.147 | 33.114 | 13.761 | 30.480 | -78 | -82 | -81 | -76 | -84 | -76 | -74 | -72 |
| C | 1725937693.152 | 18.679 | 120.482 | 30.480 | -67 | -66 | -71 | -64 | -68 | -77 | -48 | -61 |
| D | 1725938163.143 | 67.925 | 82.237 | 30.480 | -76 | -72 | -73 | -81 | -65 | -62 | -82 | -68 |
| E | 1725937849.147 | 73.020 | 68.170 | 30.480 | -78 | -71 | -79 | -78 | -70 | -63 | -70 | -68 |
| F | 1725937247.139 | 37.359 | 3.702 | 30.480 | -92 | -95 | -94 | -87 | -100 | -78 | -89 | -86 |
| G | 1725937834.139 | 99.341 | 36.905 | 30.480 | -84 | -100 | -82 | -82 | -64 | -73 | -82 | -70 |
| H | 1725937915.147 | 13.585 | 104.013 | 30.480 | -72 | -70 | -72 | -75 | -68 | -100 | -51 | -59 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938162.143
- **Target RSSI fingerprint:** [-79, -74, -75, -81, -63, -63, -86, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.07637251900123,
82.74080753326416,
30.48
] | 8 |
9,836 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828627.160 | 95.095 | 29.248 | 42.672 | -94 | -94 | -80 | -75 | -79 | -65 | -91 | -76 |
| B | 1722828967.166 | 13.585 | 52.657 | 42.672 | -84 | -86 | -86 | -86 | -89 | -88 | -75 | -74 |
| C | 1722828713.146 | 127.359 | 64.388 | 42.672 | -91 | -84 | -83 | -79 | -71 | -84 | -80 | -82 |
| D | 1722828490.147 | 70.472 | 56.810 | 42.672 | -88 | -92 | -90 | -87 | -86 | -79 | -79 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828715.155
- **Target RSSI fingerprint:** [-95, -82, -85, -83, -75, -86, -73, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
127.35938429268295,
64.00303363800049,
42.672000000000004
] | 4 |
44,336 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696529.156 | 22.925 | 49.658 | 42.672 | -75 | -82 | -100 | -77 | -79 | -73 | -73 | -63 |
| B | 1723696747.144 | 122.268 | 42.173 | 42.672 | -79 | -82 | -66 | -79 | -71 | -69 | -77 | -84 |
| C | 1723696505.152 | 83.210 | 27.204 | 42.672 | -79 | -83 | -76 | -76 | -68 | -75 | -67 | -69 |
| D | 1723696578.144 | 118.872 | 51.622 | 42.672 | -80 | -89 | -76 | -77 | -75 | -80 | -77 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696421.130
- **Target RSSI fingerprint:** [-78, -79, -86, -78, -80, -81, -77, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
78.11589734727708,
46.194186210632324,
42.672000000000004
] | 4 |
28,535 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943346.165 | 105.284 | 37.131 | 60.960 | -73 | -100 | -73 | -80 | -73 | -75 | -80 | -67 |
| B | 1725942934.168 | 101.039 | 13.934 | 60.960 | -73 | -71 | -74 | -73 | -78 | -76 | -68 | -78 |
| C | 1725943514.167 | 31.416 | 17.981 | 60.960 | -78 | -74 | -83 | -78 | -76 | -72 | -72 | -71 |
| D | 1725943370.153 | 60.284 | 49.273 | 60.960 | -71 | -75 | -69 | -73 | -75 | -74 | -62 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943186.164
- **Target RSSI fingerprint:** [-74, -76, -77, -74, -76, -69, -71, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
33.96271968771268,
12.434344291687012,
60.96
] | 4 |
18,243 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723010475.161 | 187.643 | 28.704 | 60.960 | -83 | -76 | -77 | -83 | -71 | -65 | -82 | -82 |
| B | 1723010097.159 | 13.585 | 62.716 | 60.960 | -85 | -75 | -82 | -67 | -76 | -75 | -67 | -73 |
| C | 1723009932.165 | 140.095 | 46.738 | 60.960 | -72 | -84 | -79 | -69 | -84 | -67 | -75 | -78 |
| D | 1723009776.162 | 141.793 | 81.055 | 60.960 | -79 | -83 | -85 | -75 | -79 | -80 | -72 | -74 |
| E | 1723010470.140 | 170.662 | 46.831 | 60.960 | -82 | -78 | -83 | -89 | -72 | -82 | -87 | -85 |
| F | 1723009884.152 | 46.698 | 6.648 | 60.960 | -74 | -75 | -100 | -67 | -81 | -100 | -65 | -67 |
| G | 1723010103.150 | 30.566 | 33.733 | 60.960 | -81 | -74 | -65 | -72 | -77 | -76 | -63 | -76 |
| H | 1723010116.137 | 51.793 | 9.289 | 60.960 | -80 | -75 | -65 | -75 | -77 | -67 | -73 | -71 |
| I | 1723010213.146 | 55.189 | 84.798 | 60.960 | -81 | -77 | -66 | -82 | -70 | -100 | -82 | -70 |
| J | 1723010082.161 | 14.434 | 83.802 | 60.960 | -80 | -100 | -75 | -82 | -81 | -79 | -74 | -71 |
| K | 1723009787.153 | 137.548 | 76.159 | 60.960 | -79 | -83 | -65 | -79 | -75 | -70 | -73 | -71 |
| L | 1723009940.162 | 102.737 | 45.876 | 60.960 | -77 | -86 | -82 | -72 | -86 | -70 | -70 | -81 |
| M | 1723010348.145 | 89.152 | 9.223 | 60.960 | -84 | -72 | -100 | -80 | -75 | -100 | -83 | -70 |
| N | 1723010137.148 | 152.831 | 11.359 | 60.960 | -81 | -77 | -100 | -88 | -76 | -60 | -85 | -80 |
| O | 1723009632.154 | 208.869 | 4.738 | 60.960 | -91 | -95 | -90 | -99 | -91 | -79 | -94 | -100 |
| P | 1723010115.154 | 48.397 | 9.130 | 60.960 | -83 | -75 | -66 | -78 | -82 | -73 | -77 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723009825.160
- **Target RSSI fingerprint:** [-88, -85, -83, -88, -90, -79, -85, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
95.94403029323016,
11.903529167175293,
60.96
] | 16 |
14,237 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994775.211 | 8.491 | 62.503 | 51.816 | -79 | -80 | -73 | -84 | -80 | -78 | -74 | -70 |
| B | 1731994322.218 | 106.982 | 57.952 | 51.816 | -83 | -84 | -87 | -82 | -82 | -77 | -81 | -72 |
| C | 1731994446.229 | 73.019 | 22.241 | 51.816 | -87 | -82 | -81 | -78 | -72 | -74 | -73 | -77 |
| D | 1731994851.234 | 65.378 | 10.484 | 51.816 | -100 | -84 | -78 | -76 | -73 | -67 | -71 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994685.253
- **Target RSSI fingerprint:** [-93, -82, -92, -76, -87, -82, -75, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
25.471877779037058,
95.21496295928955,
51.816
] | 4 |
9,697 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723007835.160 | 213.115 | 1.937 | 51.816 | -87 | -98 | -85 | -86 | -89 | -89 | -84 | -100 |
| B | 1723008098.152 | 50.944 | 40.886 | 51.816 | -81 | -78 | -75 | -78 | -73 | -85 | -100 | -76 |
| C | 1723007795.123 | 203.775 | 0.372 | 51.816 | -92 | -100 | -86 | -100 | -68 | -90 | -88 | -100 |
| D | 1723008201.139 | 89.152 | 24.590 | 51.816 | -90 | -82 | -89 | -78 | -77 | -81 | -81 | -69 |
| E | 1723008415.131 | 104.435 | 1.221 | 51.816 | -75 | -77 | -76 | -82 | -76 | -86 | -91 | -81 |
| F | 1723008362.159 | 64.529 | 86.961 | 51.816 | -85 | -79 | -100 | -100 | -100 | -72 | -68 | -78 |
| G | 1723008137.161 | 67.076 | 87.571 | 51.816 | -82 | -80 | -86 | -62 | -100 | -71 | -68 | -75 |
| H | 1723008135.185 | 57.736 | 86.563 | 51.816 | -86 | -84 | -87 | -70 | -80 | -74 | -69 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008616.156
- **Target RSSI fingerprint:** [-85, -76, -86, -81, -79, -76, -69, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
162.1708821355412,
54.67395782470703,
51.816
] | 8 |
40,415 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696857.150 | 78.116 | 29.182 | 42.672 | -77 | -81 | -79 | -82 | -71 | -69 | -77 | -67 |
| B | 1723696591.148 | 93.399 | 55.165 | 42.672 | -80 | -78 | -79 | -100 | -77 | -65 | -100 | -74 |
| C | 1723696414.147 | 108.683 | 59.863 | 42.672 | -86 | -83 | -82 | -83 | -83 | -85 | -84 | -79 |
| D | 1723696407.157 | 114.627 | 59.770 | 42.672 | -87 | -85 | -78 | -72 | -68 | -100 | -73 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696637.142
- **Target RSSI fingerprint:** [-80, -81, -74, -74, -69, -70, -70, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
80.6631548694709,
79.67535018920898,
42.672000000000004
] | 4 |
36,928 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698107.152 | 39.907 | 2.097 | 51.816 | -80 | -66 | -74 | -67 | -100 | -75 | -75 | -70 |
| B | 1723697988.151 | 44.152 | 33.720 | 51.816 | -100 | -79 | -78 | -79 | -83 | -77 | -75 | -67 |
| C | 1723698074.142 | 59.436 | 66.033 | 51.816 | -75 | -81 | -79 | -75 | -80 | -74 | -70 | -62 |
| D | 1723697985.147 | 57.738 | 40.607 | 51.816 | -100 | -74 | -77 | -81 | -80 | -76 | -75 | -64 |
| E | 1723697984.173 | 62.832 | 42.956 | 51.816 | -87 | -74 | -79 | -80 | -76 | -77 | -75 | -64 |
| F | 1723698303.149 | 103.588 | 35.883 | 51.816 | -71 | -70 | -81 | -79 | -73 | -75 | -73 | -77 |
| G | 1723698105.150 | 37.360 | 7.750 | 51.816 | -80 | -65 | -77 | -76 | -82 | -78 | -77 | -77 |
| H | 1723698431.153 | 55.191 | 66.923 | 51.816 | -79 | -82 | -78 | -83 | -77 | -80 | -78 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698011.141
- **Target RSSI fingerprint:** [-76, -75, -77, -79, -76, -76, -74, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
26.3216611719729,
55.52326202392578,
51.816
] | 8 |
32,129 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696358.149 | 13.585 | 55.324 | 42.672 | -82 | -77 | -77 | -100 | -65 | -76 | -75 | -78 |
| B | 1723696543.158 | 36.511 | 11.983 | 42.672 | -78 | -78 | -100 | -72 | -84 | -100 | -77 | -73 |
| C | 1723696392.136 | 105.287 | 31.875 | 42.672 | -68 | -83 | -73 | -80 | -81 | -81 | -71 | -82 |
| D | 1723696905.153 | 39.058 | 5.401 | 42.672 | -84 | -79 | -100 | -71 | -72 | -100 | -82 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696475.156
- **Target RSSI fingerprint:** [-81, -76, -78, -100, -84, -77, -70, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
102.73938672848399,
82.55502223968506,
42.672000000000004
] | 4 |
5,472 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006902.203 | 4.245 | 73.969 | 42.672 | -86 | -78 | -83 | -83 | -84 | -81 | -84 | -74 |
| B | 1723006685.155 | 7.642 | 79.636 | 42.672 | -92 | -85 | -89 | -82 | -84 | -81 | -80 | -70 |
| C | 1723006564.160 | 16.132 | 79.091 | 42.672 | -85 | -80 | -87 | -83 | -84 | -81 | -79 | -78 |
| D | 1723006486.135 | 131.605 | 91.181 | 42.672 | -79 | -82 | -78 | -82 | -72 | -100 | -71 | -75 |
| E | 1723006386.160 | 115.472 | 9.090 | 42.672 | -87 | -87 | -87 | -75 | -74 | -83 | -84 | -85 |
| F | 1723006783.138 | 41.604 | 80.644 | 42.672 | -87 | -85 | -91 | -83 | -87 | -76 | -77 | -79 |
| G | 1723006394.152 | 152.831 | 6.781 | 42.672 | -86 | -86 | -85 | -75 | -73 | -77 | -81 | -84 |
| H | 1723006616.152 | 142.642 | 8.599 | 42.672 | -86 | -86 | -85 | -73 | -72 | -80 | -83 | -85 |
| I | 1723006332.150 | 56.038 | 83.219 | 42.672 | -82 | -88 | -89 | -100 | -85 | -74 | -83 | -78 |
| J | 1723007045.150 | 206.322 | 4.658 | 42.672 | -94 | -92 | -91 | -95 | -91 | -93 | -105 | -100 |
| K | 1723006899.149 | 11.887 | 61.296 | 42.672 | -76 | -76 | -88 | -84 | -100 | -77 | -76 | -79 |
| L | 1723006406.147 | 148.586 | 29.381 | 42.672 | -93 | -92 | -88 | -93 | -89 | -81 | -83 | -80 |
| M | 1723006322.150 | 69.623 | 73.452 | 42.672 | -82 | -88 | -86 | -80 | -78 | -75 | -71 | -79 |
| N | 1723006263.155 | 136.699 | 84.811 | 42.672 | -72 | -80 | -67 | -82 | -75 | -84 | -79 | -86 |
| O | 1723006253.172 | 167.265 | 49.711 | 42.672 | -86 | -85 | -75 | -82 | -76 | -69 | -80 | -76 |
| P | 1723006833.142 | 103.586 | 9.249 | 42.672 | -88 | -88 | -88 | -81 | -83 | -81 | -81 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006492.139
- **Target RSSI fingerprint:** [-87, -83, -83, -84, -77, -78, -74, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
134.15182976093212,
88.16839218139648,
42.672000000000004
] | 16 |
4,806 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004888.140 | 20.377 | 15.354 | 60.960 | -86 | -72 | -76 | -72 | -83 | -83 | -80 | -68 |
| B | 1723004518.130 | 37.359 | 44.243 | 60.960 | -83 | -76 | -68 | -86 | -73 | -87 | -77 | -77 |
| C | 1723004615.134 | 76.416 | 18.950 | 60.960 | -76 | -82 | -82 | -75 | -75 | -78 | -77 | -100 |
| D | 1723004694.145 | 105.284 | 12.487 | 60.960 | -83 | -84 | -79 | -71 | -73 | -84 | -67 | -61 |
| E | 1723004930.140 | 128.208 | 42.770 | 60.960 | -83 | -87 | -81 | -76 | -83 | -80 | -78 | -65 |
| F | 1723004843.154 | 69.623 | 68.488 | 60.960 | -80 | -84 | -85 | -76 | -86 | -76 | -84 | -76 |
| G | 1723004737.162 | 34.812 | 45.531 | 60.960 | -85 | -75 | -70 | -88 | -80 | -84 | -77 | -77 |
| H | 1723004409.150 | 67.925 | 75.376 | 60.960 | -81 | -83 | -88 | -76 | -84 | -78 | -83 | -70 |
| I | 1723004428.138 | 13.585 | 86.629 | 60.960 | -86 | -75 | -78 | -85 | -83 | -86 | -85 | -74 |
| J | 1723004578.138 | 128.208 | 71.872 | 60.960 | -86 | -100 | -88 | -75 | -87 | -66 | -88 | -59 |
| K | 1723004854.158 | 64.529 | 90.570 | 60.960 | -79 | -84 | -78 | -85 | -78 | -88 | -77 | -63 |
| L | 1723004916.147 | 124.812 | 13.430 | 60.960 | -81 | -85 | -77 | -73 | -69 | -77 | -72 | -68 |
| M | 1723004502.154 | 118.869 | 47.216 | 60.960 | -82 | -84 | -71 | -100 | -79 | -77 | -74 | -63 |
| N | 1723004725.148 | 95.095 | 48.689 | 60.960 | -80 | -76 | -87 | -86 | -74 | -76 | -80 | -64 |
| O | 1723004335.145 | 86.604 | 23.250 | 60.960 | -79 | -75 | -84 | -72 | -82 | -70 | -75 | -75 |
| P | 1723004510.168 | 77.265 | 46.022 | 60.960 | -84 | -75 | -79 | -83 | -75 | -75 | -70 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004802.156
- **Target RSSI fingerprint:** [-87, -100, -86, -74, -84, -66, -86, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
131.60464334872333,
43.911681175231934,
60.96
] | 16 |
15,595 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994455.207 | 62.831 | 16.017 | 51.816 | -82 | -84 | -76 | -83 | -79 | -86 | -74 | -80 |
| B | 1731994360.237 | 65.378 | 109.043 | 51.816 | -90 | -100 | -89 | -81 | -85 | -86 | -84 | -73 |
| C | 1731994598.216 | 45.000 | 64.441 | 51.816 | -84 | -88 | -83 | -88 | -91 | -74 | -73 | -77 |
| D | 1731994626.220 | 106.133 | 66.060 | 51.816 | -90 | -86 | -81 | -86 | -84 | -77 | -79 | -73 |
| E | 1731994388.228 | 18.679 | 52.418 | 51.816 | -91 | -77 | -89 | -86 | -68 | -87 | -81 | -72 |
| F | 1731994520.211 | 85.755 | 48.968 | 51.816 | -91 | -87 | -86 | -84 | -78 | -93 | -81 | -76 |
| G | 1731994314.207 | 89.152 | 47.627 | 51.816 | -83 | -77 | -79 | -78 | -74 | -77 | -74 | -67 |
| H | 1731994596.201 | 37.359 | 57.885 | 51.816 | -87 | -89 | -86 | -88 | -89 | -81 | -74 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994952.237
- **Target RSSI fingerprint:** [-100, -87, -99, -95, -97, -94, -98, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
78.11375852238031,
1.8843936920166016,
51.816
] | 8 |
12,581 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731999542.218 | 43.302 | 53.307 | 42.672 | -100 | -84 | -89 | -86 | -84 | -74 | -80 | -80 |
| B | 1731999568.224 | 33.113 | 120.230 | 42.672 | -90 | -89 | -91 | -76 | -79 | -80 | -80 | -78 |
| C | 1731999538.232 | 24.623 | 38.617 | 42.672 | -100 | -76 | -88 | -87 | -85 | -81 | -84 | -79 |
| D | 1731999558.218 | 67.925 | 82.542 | 42.672 | -81 | -84 | -87 | -100 | -83 | -87 | -80 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999600.216
- **Target RSSI fingerprint:** [-82, -81, -85, -100, -100, -100, -71, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
49.24563004279892,
130.07624626159668,
42.672000000000004
] | 4 |
10,114 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723002801.146 | 95.095 | 40.846 | 51.816 | -86 | -70 | -87 | -70 | -76 | -79 | -72 | -77 |
| B | 1723003041.130 | 126.510 | 80.445 | 51.816 | -80 | -66 | -91 | -100 | -88 | -82 | -74 | -73 |
| C | 1723003389.184 | 133.303 | 21.684 | 51.816 | -82 | -74 | -78 | -87 | -83 | -86 | -75 | -79 |
| D | 1723003325.156 | 32.264 | 86.934 | 51.816 | -83 | -91 | -84 | -74 | -76 | -79 | -92 | -67 |
| E | 1723002934.175 | 84.057 | 11.187 | 51.816 | -83 | -77 | -78 | -84 | -77 | -81 | -70 | -69 |
| F | 1723003120.155 | 5.094 | 81.600 | 51.816 | -70 | -74 | -67 | -70 | -100 | -58 | -67 | -100 |
| G | 1723003217.145 | 5.943 | 68.157 | 51.816 | -91 | -83 | -90 | -79 | -87 | -81 | -80 | -76 |
| H | 1723003344.164 | 12.736 | 54.236 | 51.816 | -83 | -85 | -82 | -75 | -83 | -76 | -71 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723002930.137
- **Target RSSI fingerprint:** [-83, -100, -85, -85, -81, -77, -69, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
64.52872844780013,
11.240010261535645,
51.816
] | 8 |
36,516 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689664.154 | 189.346 | 59.677 | 42.672 | -84 | -100 | -77 | -84 | -72 | -80 | -81 | -77 |
| B | 1723690032.162 | 123.117 | 62.318 | 42.672 | -71 | -83 | -77 | -80 | -77 | -72 | -77 | -67 |
| C | 1723690095.146 | 222.461 | 106.787 | 42.672 | -74 | -83 | -74 | -84 | -80 | -81 | -71 | -74 |
| D | 1723689694.151 | 230.102 | 98.984 | 42.672 | -76 | -82 | -77 | -82 | -87 | -82 | -71 | -73 |
| E | 1723690135.137 | 129.910 | 63.048 | 42.672 | -79 | -85 | -82 | -80 | -87 | -77 | -80 | -74 |
| F | 1723690007.164 | 169.817 | 15.765 | 42.672 | -100 | -76 | -85 | -80 | -78 | -82 | -83 | -77 |
| G | 1723690098.207 | 215.668 | 119.526 | 42.672 | -71 | -80 | -79 | -82 | -78 | -85 | -67 | -71 |
| H | 1723690241.178 | 53.492 | 48.928 | 42.672 | -82 | -88 | -100 | -82 | -83 | -69 | -100 | -74 |
| I | 1723689745.138 | 143.496 | 36.600 | 42.672 | -80 | -88 | -76 | -73 | -74 | -100 | -75 | -84 |
| J | 1723690182.165 | 234.348 | 93.052 | 42.672 | -89 | -87 | -77 | -100 | -81 | -100 | -85 | -89 |
| K | 1723689933.128 | 127.363 | 64.030 | 42.672 | -70 | -83 | -76 | -100 | -87 | -78 | -77 | -71 |
| L | 1723689611.147 | 154.534 | 14.518 | 42.672 | -100 | -77 | -100 | -75 | -81 | -71 | -76 | -76 |
| M | 1723690071.139 | 196.139 | 47.734 | 42.672 | -100 | -89 | -89 | -86 | -82 | -83 | -86 | -82 |
| N | 1723689802.167 | 189.346 | 33.906 | 42.672 | -100 | -85 | -85 | -83 | -85 | -80 | -82 | -78 |
| O | 1723690180.124 | 229.253 | 101.200 | 42.672 | -84 | -89 | -79 | -80 | -80 | -100 | -86 | -86 |
| P | 1723690218.162 | 158.779 | 0.664 | 42.672 | -100 | -85 | -100 | -89 | -84 | -71 | -85 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723690209.179
- **Target RSSI fingerprint:** [-100, -76, -100, -82, -100, -73, -86, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
168.1190077849362,
7.0067596435546875,
42.672000000000004
] | 16 |
28,666 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943416.199 | 13.585 | 95.387 | 60.960 | -79 | -80 | -74 | -77 | -73 | -80 | -75 | -73 |
| B | 1725943032.151 | 47.548 | 93.835 | 60.960 | -73 | -78 | -73 | -78 | -70 | -74 | -78 | -70 |
| C | 1725943390.163 | 21.227 | 13.629 | 60.960 | -76 | -79 | -75 | -74 | -75 | -70 | -75 | -72 |
| D | 1725942921.168 | 74.718 | 11.253 | 60.960 | -74 | -72 | -74 | -72 | -77 | -71 | -65 | -79 |
| E | 1725942799.173 | 31.416 | 1.274 | 60.960 | -100 | -82 | -100 | -81 | -100 | -100 | -82 | -100 |
| F | 1725943166.175 | 62.831 | 57.620 | 60.960 | -79 | -75 | -74 | -76 | -69 | -78 | -75 | -62 |
| G | 1725942933.158 | 100.190 | 10.324 | 60.960 | -71 | -78 | -72 | -76 | -74 | -75 | -75 | -67 |
| H | 1725943189.158 | 17.830 | 14.292 | 60.960 | -75 | -78 | -74 | -76 | -76 | -71 | -73 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943470.167
- **Target RSSI fingerprint:** [-75, -75, -76, -77, -77, -76, -74, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
84.90679921928171,
28.265905380249023,
60.96
] | 8 |
728 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833858.154 | 53.491 | 77.924 | 60.960 | -89 | -84 | -89 | -72 | -88 | -84 | -76 | -83 |
| B | 1722833905.165 | 82.359 | 112.320 | 60.960 | -87 | -80 | -88 | -91 | -88 | -80 | -80 | -80 |
| C | 1722833416.160 | 63.680 | 9.687 | 60.960 | -100 | -94 | -71 | -78 | -80 | -75 | -92 | -78 |
| D | 1722833960.185 | 62.831 | 56.253 | 60.960 | -79 | -90 | -87 | -77 | -77 | -83 | -76 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833860.172
- **Target RSSI fingerprint:** [-83, -80, -82, -72, -85, -78, -75, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
61.13250403866011,
71.40790462493896,
60.96
] | 4 |
3,757 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723009769.160 | 166.416 | 54.833 | 60.960 | -82 | -78 | -84 | -77 | -84 | -78 | -80 | -78 |
| B | 1723010158.156 | 137.548 | 43.500 | 60.960 | -85 | -84 | -71 | -72 | -78 | -83 | -72 | -67 |
| C | 1723010453.153 | 132.454 | 88.447 | 60.960 | -78 | -71 | -88 | -86 | -75 | -76 | -80 | -77 |
| D | 1723010397.157 | 60.283 | 43.752 | 60.960 | -82 | -85 | -82 | -83 | -79 | -79 | -71 | -69 |
| E | 1723010560.157 | 207.171 | 6.131 | 60.960 | -99 | -93 | -94 | -89 | -100 | -100 | -92 | -85 |
| F | 1723009801.136 | 156.227 | 7.153 | 60.960 | -73 | -71 | -75 | -75 | -77 | -81 | -77 | -63 |
| G | 1723010341.173 | 56.887 | 7.949 | 60.960 | -73 | -78 | -77 | -82 | -66 | -71 | -75 | -66 |
| H | 1723010409.159 | 25.472 | 44.230 | 60.960 | -79 | -83 | -75 | -81 | -68 | -72 | -69 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723009983.175
- **Target RSSI fingerprint:** [-74, -71, -87, -85, -88, -74, -80, -84]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
31.415301954420492,
84.7446346282959,
60.96
] | 8 |
19,473 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723010358.156 | 139.246 | 10.178 | 60.960 | -75 | -74 | -82 | -86 | -83 | -76 | -84 | -63 |
| B | 1723009631.172 | 208.869 | 4.286 | 60.960 | -95 | -92 | -100 | -90 | -85 | -90 | -88 | -83 |
| C | 1723010081.156 | 18.679 | 84.121 | 60.960 | -100 | -83 | -73 | -83 | -81 | -80 | -75 | -83 |
| D | 1723010179.155 | 33.962 | 41.669 | 60.960 | -81 | -87 | -71 | -81 | -87 | -70 | -77 | -67 |
| E | 1723010474.163 | 184.247 | 32.260 | 60.960 | -79 | -71 | -84 | -84 | -83 | -82 | -84 | -73 |
| F | 1723009846.143 | 65.378 | 86.576 | 60.960 | -100 | -78 | -78 | -70 | -76 | -70 | -71 | -79 |
| G | 1723010209.138 | 34.812 | 84.347 | 60.960 | -75 | -72 | -73 | -88 | -84 | -66 | -82 | -77 |
| H | 1723010035.154 | 138.397 | 7.869 | 60.960 | -85 | -88 | -86 | -77 | -73 | -100 | -68 | -60 |
| I | 1723009763.143 | 185.945 | 32.420 | 60.960 | -84 | -79 | -77 | -82 | -77 | -100 | -82 | -77 |
| J | 1723010275.135 | 99.340 | 5.375 | 60.960 | -83 | -88 | -81 | -85 | -88 | -81 | -89 | -80 |
| K | 1723009932.165 | 140.095 | 46.738 | 60.960 | -84 | -84 | -78 | -69 | -72 | -79 | -75 | -67 |
| L | 1723010247.136 | 152.831 | 25.492 | 60.960 | -76 | -72 | -81 | -74 | -71 | -82 | -76 | -79 |
| M | 1723010099.156 | 19.528 | 52.604 | 60.960 | -74 | -76 | -74 | -66 | -85 | -63 | -64 | -75 |
| N | 1723010316.139 | 1.698 | 81.109 | 60.960 | -75 | -77 | -82 | -79 | -80 | -82 | -75 | -81 |
| O | 1723010105.152 | 35.661 | 24.497 | 60.960 | -73 | -76 | -73 | -79 | -71 | -65 | -64 | -76 |
| P | 1723009898.147 | 89.152 | 6.476 | 60.960 | -73 | -78 | -72 | -83 | -83 | -70 | -79 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723009936.151
- **Target RSSI fingerprint:** [-100, -100, -85, -70, -67, -75, -68, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
122.26495895774462,
46.34016036987305,
60.96
] | 16 |
10,930 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008158.177 | 136.699 | 81.546 | 51.816 | -86 | -70 | -85 | -78 | -64 | -74 | -84 | -82 |
| B | 1723008359.147 | 50.095 | 86.032 | 51.816 | -86 | -100 | -88 | -73 | -72 | -100 | -76 | -86 |
| C | 1723008601.143 | 130.756 | 88.500 | 51.816 | -79 | -100 | -82 | -78 | -100 | -100 | -78 | -86 |
| D | 1723008105.155 | 24.623 | 40.422 | 51.816 | -88 | -79 | -80 | -83 | -69 | -67 | -71 | -76 |
| E | 1723008084.139 | 121.416 | 42.439 | 51.816 | -81 | -78 | -77 | -86 | -81 | -76 | -77 | -76 |
| F | 1723007943.153 | 151.982 | 29.022 | 51.816 | -74 | -74 | -81 | -73 | -71 | -73 | -84 | -76 |
| G | 1723008537.144 | 102.737 | 42.678 | 51.816 | -85 | -74 | -75 | -83 | -100 | -100 | -73 | -76 |
| H | 1723008510.173 | 155.378 | 10.457 | 51.816 | -85 | -86 | -83 | -77 | -78 | -76 | -84 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008531.149
- **Target RSSI fingerprint:** [-74, -82, -80, -87, -77, -81, -87, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
130.75558036059343,
44.48230743408203,
51.816
] | 8 |
11,129 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004379.143 | 130.756 | 11.267 | 60.960 | -80 | -79 | -86 | -83 | -74 | -85 | -71 | -73 |
| B | 1723005127.154 | 70.472 | 1.553 | 60.960 | -90 | -100 | -93 | -100 | -94 | -97 | -95 | -82 |
| C | 1723004928.146 | 129.057 | 33.269 | 60.960 | -81 | -74 | -74 | -79 | -80 | -74 | -75 | -71 |
| D | 1723004520.150 | 27.170 | 43.806 | 60.960 | -85 | -85 | -88 | -78 | -76 | -73 | -73 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004604.142
- **Target RSSI fingerprint:** [-81, -77, -87, -80, -79, -74, -71, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
90.0005948062237,
9.740457534790039,
60.96
] | 4 |
4,565 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006801.173 | 8.491 | 69.630 | 42.672 | -83 | -100 | -76 | -79 | -73 | -77 | -66 | -69 |
| B | 1723006386.160 | 115.472 | 9.090 | 42.672 | -83 | -83 | -79 | -74 | -87 | -75 | -85 | -84 |
| C | 1723006322.150 | 69.623 | 73.452 | 42.672 | -100 | -75 | -88 | -78 | -88 | -80 | -79 | -71 |
| D | 1723006945.144 | 137.548 | 85.169 | 42.672 | -86 | -84 | -82 | -73 | -88 | -81 | -83 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006671.147
- **Target RSSI fingerprint:** [-73, -80, -86, -89, -76, -85, -78, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
19.52843091456607,
46.2339973449707,
42.672000000000004
] | 4 |
16,406 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833708.162 | 83.208 | 110.383 | 60.960 | -91 | -81 | -87 | -87 | -78 | -81 | -80 | -81 |
| B | 1722833893.168 | 121.416 | 72.085 | 60.960 | -90 | -86 | -84 | -92 | -84 | -81 | -71 | -79 |
| C | 1722833659.205 | 45.849 | 85.222 | 60.960 | -84 | -81 | -88 | -72 | -87 | -84 | -81 | -78 |
| D | 1722833549.172 | 16.981 | 48.317 | 60.960 | -87 | -87 | -87 | -80 | -86 | -77 | -88 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833428.165
- **Target RSSI fingerprint:** [-90, -90, -85, -89, -77, -76, -79, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
42.453127804625076,
28.55785369873047,
60.96
] | 4 |
33,694 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724130040.131 | 83.210 | 62.902 | 60.960 | -76 | -77 | -83 | -100 | -78 | -69 | -81 | -70 |
| B | 1724129948.125 | 78.965 | 42.279 | 60.960 | -83 | -75 | -79 | -76 | -77 | -76 | -69 | -71 |
| C | 1724130164.120 | 138.401 | 40.289 | 60.960 | -100 | -79 | -100 | -77 | -69 | -64 | -75 | -66 |
| D | 1724129949.124 | 84.060 | 44.628 | 60.960 | -81 | -74 | -83 | -75 | -79 | -74 | -71 | -69 |
| E | 1724130469.139 | 8.491 | 113.847 | 60.960 | -94 | -100 | -88 | -100 | -89 | -100 | -93 | -88 |
| F | 1724130477.132 | 1.698 | 119.699 | 60.960 | -98 | -100 | -86 | -100 | -90 | -100 | -93 | -84 |
| G | 1724130029.128 | 67.078 | 72.934 | 60.960 | -100 | -77 | -75 | -75 | -82 | -71 | -74 | -69 |
| H | 1724129943.168 | 54.342 | 29.606 | 60.960 | -85 | -77 | -79 | -78 | -79 | -76 | -68 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130226.130
- **Target RSSI fingerprint:** [-73, -77, -77, -80, -72, -70, -76, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
90.85220138824225,
51.382904052734375,
60.96
] | 8 |
22,355 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725940971.153 | 90.850 | 15.553 | 51.816 | -75 | -77 | -81 | -78 | -73 | -73 | -74 | -70 |
| B | 1725941449.151 | 34.812 | 27.602 | 51.816 | -100 | -100 | -67 | -100 | -100 | -60 | -69 | -100 |
| C | 1725941169.150 | 74.718 | 20.184 | 51.816 | -82 | -77 | -83 | -79 | -68 | -71 | -73 | -72 |
| D | 1725940965.172 | 61.133 | 20.954 | 51.816 | -79 | -77 | -81 | -76 | -70 | -73 | -72 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941359.144
- **Target RSSI fingerprint:** [-83, -77, -80, -78, -74, -75, -68, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
28.01924539663464,
29.659295082092285,
51.816
] | 4 |
6,720 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994353.207 | 75.567 | 117.695 | 51.816 | -100 | -77 | -83 | -71 | -82 | -74 | -72 | -80 |
| B | 1731994520.211 | 85.755 | 48.968 | 51.816 | -88 | -80 | -87 | -86 | -84 | -78 | -81 | -76 |
| C | 1731994440.207 | 96.793 | 42.200 | 51.816 | -94 | -75 | -82 | -78 | -73 | -70 | -71 | -75 |
| D | 1731994315.247 | 90.001 | 47.375 | 51.816 | -100 | -100 | -77 | -80 | -80 | -73 | -75 | -66 |
| E | 1731994288.230 | 28.868 | 88.328 | 51.816 | -90 | -100 | -86 | -82 | -83 | -85 | -82 | -70 |
| F | 1731994471.222 | 4.245 | 56.306 | 51.816 | -73 | -84 | -76 | -82 | -79 | -83 | -80 | -72 |
| G | 1731994339.223 | 109.529 | 81.852 | 51.816 | -90 | -76 | -87 | -80 | -77 | -76 | -71 | -79 |
| H | 1731994899.222 | 61.133 | 5.122 | 51.816 | -76 | -100 | -83 | -78 | -89 | -100 | -76 | -79 |
| I | 1731994494.223 | 20.378 | 85.249 | 51.816 | -90 | -100 | -78 | -75 | -80 | -83 | -70 | -65 |
| J | 1731994748.231 | 75.567 | 123.640 | 51.816 | -79 | -78 | -87 | -88 | -86 | -73 | -88 | -77 |
| K | 1731994601.222 | 56.038 | 74.526 | 51.816 | -84 | -86 | -91 | -85 | -85 | -84 | -73 | -78 |
| L | 1731994711.224 | 94.246 | 42.704 | 51.816 | -95 | -81 | -87 | -90 | -85 | -76 | -88 | -80 |
| M | 1731994513.202 | 84.057 | 37.927 | 51.816 | -93 | -78 | -85 | -90 | -82 | -74 | -89 | -78 |
| N | 1731994644.232 | 65.378 | 16.429 | 51.816 | -81 | -85 | -83 | -81 | -77 | -86 | -76 | -79 |
| O | 1731994660.221 | 27.170 | 40.103 | 51.816 | -79 | -88 | -86 | -92 | -85 | -84 | -78 | -81 |
| P | 1731994367.242 | 36.510 | 85.010 | 51.816 | -83 | -85 | -84 | -84 | -84 | -76 | -78 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994433.242
- **Target RSSI fingerprint:** [-89, -71, -83, -75, -73, -70, -71, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
120.56688815410874,
68.71401786804199,
51.816
] | 16 |
26,287 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725940820.154 | 55.189 | 32.021 | 51.816 | -100 | -78 | -76 | -77 | -82 | -76 | -79 | -60 |
| B | 1725941242.143 | 0.000 | 31.982 | 51.816 | -83 | -76 | -75 | -69 | -84 | -75 | -71 | -70 |
| C | 1725941174.151 | 97.643 | 15.739 | 51.816 | -84 | -100 | -78 | -73 | -83 | -74 | -76 | -70 |
| D | 1725941451.152 | 33.963 | 27.125 | 51.816 | -72 | -70 | -100 | -100 | -68 | -69 | -57 | -100 |
| E | 1725941339.161 | 6.793 | 64.813 | 51.816 | -80 | -72 | -80 | -72 | -75 | -70 | -72 | -64 |
| F | 1725941291.170 | 84.907 | 73.651 | 51.816 | -85 | -79 | -76 | -80 | -82 | -77 | -79 | -63 |
| G | 1725940984.162 | 106.134 | 36.454 | 51.816 | -80 | -76 | -71 | -74 | -84 | -76 | -76 | -63 |
| H | 1725941011.156 | 65.378 | 86.019 | 51.816 | -85 | -79 | -84 | -75 | -84 | -76 | -79 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941257.155
- **Target RSSI fingerprint:** [-76, -100, -72, -78, -58, -76, -74, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
9.339748465544881,
77.49900817871094,
51.816
] | 8 |
17,428 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008546.150 | 57.736 | 40.422 | 51.816 | -85 | -100 | -84 | -79 | -75 | -76 | -80 | -79 |
| B | 1723007974.149 | 93.397 | 13.071 | 51.816 | -89 | -82 | -91 | -89 | -89 | -68 | -81 | -75 |
| C | 1723008366.156 | 84.057 | 88.062 | 51.816 | -87 | -71 | -86 | -82 | -84 | -81 | -75 | -76 |
| D | 1723008086.169 | 111.227 | 42.107 | 51.816 | -79 | -90 | -72 | -75 | -78 | -86 | -82 | -77 |
| E | 1723007994.162 | 66.227 | 84.240 | 51.816 | -85 | -83 | -72 | -79 | -76 | -81 | -67 | -71 |
| F | 1723008630.159 | 208.020 | 5.972 | 51.816 | -73 | -74 | -75 | -80 | -83 | -79 | -77 | -63 |
| G | 1723008389.156 | 147.737 | 51.476 | 51.816 | -75 | -69 | -77 | -73 | -83 | -85 | -69 | -73 |
| H | 1723008564.149 | 12.736 | 66.524 | 51.816 | -82 | -77 | -81 | -77 | -76 | -67 | -80 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008501.154
- **Target RSSI fingerprint:** [-85, -73, -89, -82, -82, -81, -81, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
118.01964720858759,
10.151839256286621,
51.816
] | 8 |
1,163 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723003230.155 | 22.076 | 89.535 | 51.816 | -85 | -79 | -79 | -82 | -79 | -87 | -69 | -81 |
| B | 1723002959.166 | 129.057 | 50.693 | 51.816 | -73 | -84 | -85 | -74 | -83 | -74 | -76 | -77 |
| C | 1723003259.154 | 124.812 | 79.025 | 51.816 | -85 | -77 | -66 | -89 | -89 | -78 | -73 | -67 |
| D | 1723003489.151 | 90.850 | 36.706 | 51.816 | -83 | -100 | -74 | -83 | -75 | -84 | -69 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003328.139
- **Target RSSI fingerprint:** [-85, -80, -90, -84, -85, -87, -90, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
16.981244328368458,
85.92569828033447,
51.816
] | 4 |
32,896 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128495.167 | 116.325 | 95.215 | 51.816 | -82 | -76 | -84 | -68 | -79 | -70 | -77 | -76 |
| B | 1724128961.127 | 54.342 | 1.221 | 51.816 | -84 | -64 | -100 | -75 | -78 | -85 | -74 | -80 |
| C | 1724128751.141 | 140.099 | 47.574 | 51.816 | -81 | -100 | -64 | -83 | -77 | -85 | -76 | -70 |
| D | 1724128443.143 | 67.927 | 74.752 | 51.816 | -81 | -67 | -78 | -100 | -78 | -76 | -74 | -68 |
| E | 1724128645.141 | 94.249 | 24.510 | 51.816 | -100 | -77 | -62 | -100 | -77 | -84 | -82 | -65 |
| F | 1724128761.127 | 123.967 | 35.512 | 51.816 | -78 | -79 | -79 | -75 | -74 | -78 | -62 | -72 |
| G | 1724128951.164 | 93.399 | 19.892 | 51.816 | -100 | -100 | -82 | -75 | -100 | -83 | -76 | -100 |
| H | 1724128936.131 | 141.797 | 45.902 | 51.816 | -79 | -100 | -63 | -81 | -72 | -80 | -75 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128666.145
- **Target RSSI fingerprint:** [-78, -77, -83, -68, -78, -71, -79, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
140.94827663997577,
47.32216835021973,
51.816
] | 8 |
5,439 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008233.149 | 1.698 | 82.515 | 51.816 | -84 | -82 | -84 | -90 | -81 | -70 | -74 | -76 |
| B | 1723008501.154 | 118.020 | 10.152 | 51.816 | -89 | -73 | -85 | -73 | -82 | -81 | -81 | -74 |
| C | 1723008609.150 | 137.548 | 81.321 | 51.816 | -83 | -76 | -81 | -68 | -88 | -81 | -72 | -81 |
| D | 1723007795.123 | 203.775 | 0.372 | 51.816 | -92 | -90 | -83 | -88 | -86 | -100 | -100 | -68 |
| E | 1723008564.149 | 12.736 | 66.524 | 51.816 | -81 | -78 | -82 | -77 | -76 | -67 | -80 | -80 |
| F | 1723008024.157 | 28.019 | 37.104 | 51.816 | -71 | -74 | -83 | -77 | -67 | -72 | -66 | -75 |
| G | 1723007909.142 | 195.284 | 24.683 | 51.816 | -85 | -82 | -86 | -76 | -86 | -74 | -82 | -69 |
| H | 1723007989.147 | 67.925 | 84.373 | 51.816 | -75 | -100 | -81 | -83 | -77 | -76 | -64 | -73 |
| I | 1723008327.160 | 32.264 | 39.187 | 51.816 | -77 | -77 | -84 | -83 | -75 | -70 | -100 | -100 |
| J | 1723008586.147 | 65.378 | 86.934 | 51.816 | -85 | -73 | -86 | -69 | -85 | -81 | -72 | -81 |
| K | 1723008051.152 | 112.925 | 9.024 | 51.816 | -87 | -74 | -84 | -72 | -80 | -79 | -82 | -76 |
| L | 1723008522.137 | 145.190 | 42.691 | 51.816 | -91 | -84 | -77 | -80 | -82 | -85 | -75 | -73 |
| M | 1723008406.157 | 151.133 | 5.083 | 51.816 | -79 | -88 | -75 | -92 | -69 | -90 | -78 | -66 |
| N | 1723008413.132 | 112.925 | 1.632 | 51.816 | -83 | -86 | -75 | -89 | -76 | -86 | -83 | -82 |
| O | 1723008521.139 | 146.039 | 39.838 | 51.816 | -82 | -89 | -77 | -84 | -86 | -86 | -80 | -77 |
| P | 1723008567.167 | 5.943 | 79.569 | 51.816 | -85 | -80 | -81 | -85 | -78 | -66 | -81 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723007943.153
- **Target RSSI fingerprint:** [-81, -73, -74, -70, -76, -84, -71, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
151.98213561393652,
29.022316932678223,
51.816
] | 16 |
32,915 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724122985.130 | 4.245 | 57.301 | 60.960 | -76 | -100 | -97 | -88 | -100 | -89 | -100 | -69 |
| B | 1724123132.132 | 12.736 | 34.264 | 60.960 | -75 | -78 | -79 | -70 | -78 | -67 | -79 | -71 |
| C | 1724123134.127 | 9.340 | 42.200 | 60.960 | -69 | -76 | -80 | -72 | -78 | -71 | -79 | -66 |
| D | 1724123251.146 | 59.436 | 18.287 | 60.960 | -78 | -81 | -78 | -84 | -76 | -73 | -76 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123377.138
- **Target RSSI fingerprint:** [-79, -80, -100, -69, -73, -73, -72, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
61.98326623883627,
34.78166103363037,
60.96
] | 4 |
39,981 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689727.173 | 140.099 | 77.127 | 42.672 | -88 | -76 | -79 | -78 | -77 | -90 | -73 | -75 |
| B | 1723689680.158 | 220.762 | 70.943 | 42.672 | -87 | -100 | -100 | -90 | -83 | -86 | -93 | -84 |
| C | 1723690002.136 | 188.497 | 34.397 | 42.672 | -88 | -100 | -100 | -83 | -86 | -87 | -74 | -82 |
| D | 1723690233.136 | 90.852 | 31.942 | 42.672 | -85 | -73 | -71 | -100 | -100 | -85 | -76 | -73 |
| E | 1723689627.148 | 134.156 | 49.618 | 42.672 | -85 | -75 | -72 | -76 | -76 | -82 | -66 | -70 |
| F | 1723690152.149 | 154.534 | 47.667 | 42.672 | -77 | -87 | -82 | -83 | -83 | -76 | -73 | -78 |
| G | 1723689721.161 | 162.175 | 97.046 | 42.672 | -87 | -76 | -82 | -85 | -80 | -87 | -87 | -78 |
| H | 1723689880.151 | 219.913 | 72.708 | 42.672 | -86 | -100 | -100 | -91 | -84 | -86 | -91 | -87 |
| I | 1723689330.132 | 8.491 | 69.815 | 42.672 | -96 | -90 | -96 | -100 | -100 | -94 | -100 | -95 |
| J | 1723689859.138 | 177.459 | 80.883 | 42.672 | -85 | -70 | -68 | -82 | -76 | -74 | -78 | -79 |
| K | 1723689962.153 | 185.950 | 81.069 | 42.672 | -82 | -82 | -79 | -83 | -86 | -81 | -81 | -84 |
| L | 1723690140.153 | 137.552 | 49.817 | 42.672 | -83 | -75 | -71 | -86 | -77 | -75 | -79 | -80 |
| M | 1723689630.136 | 126.514 | 61.415 | 42.672 | -87 | -70 | -68 | -76 | -75 | -83 | -66 | -69 |
| N | 1723690010.144 | 158.779 | 5.096 | 42.672 | -89 | -100 | -100 | -81 | -89 | -89 | -80 | -77 |
| O | 1723690073.131 | 198.686 | 51.887 | 42.672 | -100 | -100 | -100 | -85 | -78 | -75 | -86 | -82 |
| P | 1723689758.145 | 174.912 | 67.905 | 42.672 | -83 | -84 | -79 | -81 | -83 | -75 | -77 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689821.162
- **Target RSSI fingerprint:** [-86, -100, -100, -85, -90, -87, -72, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
148.5900321331507,
19.746322631835938,
42.672000000000004
] | 16 |
764 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833444.151 | 2.547 | 60.672 | 60.960 | -100 | -95 | -93 | -80 | -84 | -87 | -96 | -85 |
| B | 1722833535.151 | 13.585 | 70.930 | 60.960 | -77 | -84 | -86 | -79 | -81 | -77 | -82 | -83 |
| C | 1722833701.132 | 106.133 | 86.257 | 60.960 | -100 | -89 | -92 | -85 | -81 | -81 | -76 | -74 |
| D | 1722833831.131 | 7.642 | 52.962 | 60.960 | -83 | -86 | -92 | -74 | -81 | -77 | -78 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833670.170
- **Target RSSI fingerprint:** [-80, -82, -72, -83, -85, -78, -79, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
87.45344327752765,
48.52977275848389,
60.96
] | 4 |
26,749 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943265.151 | 96.794 | 19.441 | 60.960 | -79 | -77 | -85 | -77 | -78 | -76 | -76 | -73 |
| B | 1725943314.171 | 41.604 | 13.164 | 60.960 | -78 | -77 | -100 | -70 | -76 | -74 | -70 | -64 |
| C | 1725942896.176 | 35.661 | 18.233 | 60.960 | -100 | -100 | -68 | -100 | -64 | -73 | -64 | -75 |
| D | 1725943421.150 | 18.679 | 115.160 | 60.960 | -78 | -75 | -63 | -76 | -76 | -74 | -77 | -76 |
| E | 1725943238.137 | 68.775 | 72.907 | 60.960 | -68 | -77 | -81 | -67 | -78 | -77 | -77 | -79 |
| F | 1725943018.163 | 17.830 | 115.638 | 60.960 | -77 | -75 | -66 | -77 | -77 | -80 | -76 | -79 |
| G | 1725943232.160 | 47.548 | 90.464 | 60.960 | -72 | -71 | -67 | -70 | -78 | -81 | -75 | -77 |
| H | 1725942891.171 | 38.208 | 12.806 | 60.960 | -100 | -100 | -65 | -100 | -100 | -100 | -65 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943643.167
- **Target RSSI fingerprint:** [-100, -100, -86, -100, -100, -82, -82, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
33.11365169551986,
5.201988220214844,
60.96
] | 8 |
34,171 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128805.122 | 54.342 | 69.139 | 51.816 | -79 | -82 | -87 | -86 | -79 | -82 | -80 | -68 |
| B | 1724128515.146 | 50.945 | 65.768 | 51.816 | -100 | -83 | -85 | -85 | -80 | -81 | -78 | -65 |
| C | 1724128744.136 | 126.514 | 69.431 | 51.816 | -100 | -80 | -82 | -78 | -80 | -79 | -79 | -82 |
| D | 1724128967.123 | 52.643 | 5.122 | 51.816 | -71 | -100 | -77 | -86 | -83 | -80 | -76 | -63 |
| E | 1724128543.142 | 71.323 | 42.306 | 51.816 | -82 | -77 | -86 | -84 | -78 | -80 | -69 | -66 |
| F | 1724128449.132 | 70.474 | 73.969 | 51.816 | -85 | -82 | -85 | -84 | -82 | -80 | -73 | -82 |
| G | 1724128911.166 | 73.021 | 45.730 | 51.816 | -81 | -73 | -88 | -100 | -77 | -77 | -76 | -66 |
| H | 1724128538.130 | 49.247 | 31.729 | 51.816 | -75 | -100 | -80 | -70 | -77 | -75 | -64 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128265.135
- **Target RSSI fingerprint:** [-87, -90, -100, -98, -92, -100, -83, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
1.6981720077105515,
118.50447654724121,
51.816
] | 8 |
12,201 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828777.158 | 33.113 | 37.635 | 42.672 | -90 | -84 | -100 | -86 | -100 | -92 | -100 | -75 |
| B | 1722828455.151 | 16.981 | 44.190 | 42.672 | -90 | -86 | -87 | -82 | -90 | -71 | -79 | -76 |
| C | 1722828850.179 | 15.283 | 44.217 | 42.672 | -100 | -86 | -87 | -84 | -86 | -72 | -78 | -76 |
| D | 1722828998.165 | 97.642 | 92.229 | 42.672 | -96 | -89 | -85 | -92 | -84 | -91 | -71 | -81 |
| E | 1722828877.150 | 35.661 | 87.611 | 42.672 | -95 | -91 | -88 | -79 | -85 | -91 | -86 | -77 |
| F | 1722828708.147 | 124.812 | 61.309 | 42.672 | -80 | -88 | -85 | -79 | -92 | -79 | -82 | -79 |
| G | 1722828709.136 | 127.359 | 63.645 | 42.672 | -80 | -76 | -81 | -78 | -81 | -81 | -77 | -76 |
| H | 1722828579.147 | 28.019 | 38.059 | 42.672 | -92 | -91 | -82 | -94 | -83 | -89 | -71 | -85 |
| I | 1722828681.143 | 36.510 | 87.439 | 42.672 | -97 | -91 | -87 | -82 | -88 | -78 | -81 | -77 |
| J | 1722828591.140 | 70.472 | 70.107 | 42.672 | -97 | -89 | -86 | -87 | -90 | -75 | -90 | -75 |
| K | 1722828834.179 | 69.623 | 7.790 | 42.672 | -90 | -91 | -73 | -84 | -75 | -85 | -72 | -80 |
| L | 1722828994.177 | 95.095 | 92.760 | 42.672 | -80 | -87 | -81 | -82 | -81 | -83 | -83 | -73 |
| M | 1722828517.154 | 119.718 | 56.744 | 42.672 | -83 | -83 | -78 | -88 | -71 | -75 | -73 | -86 |
| N | 1722828809.164 | 126.510 | 65.914 | 42.672 | -85 | -74 | -82 | -81 | -80 | -88 | -73 | -80 |
| O | 1722828819.156 | 123.963 | 49.061 | 42.672 | -77 | -89 | -75 | -79 | -76 | -87 | -68 | -77 |
| P | 1722828938.160 | 63.680 | 110.078 | 42.672 | -89 | -92 | -81 | -78 | -70 | -86 | -74 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828509.167
- **Target RSSI fingerprint:** [-79, -86, -81, -77, -77, -77, -82, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
109.52907049170733,
44.906959533691406,
42.672000000000004
] | 16 |
5,372 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004657.143 | 0.849 | 78.853 | 60.960 | -76 | -75 | -72 | -74 | -73 | -70 | -71 | -72 |
| B | 1723004520.150 | 27.170 | 43.806 | 60.960 | -84 | -78 | -73 | -76 | -85 | -88 | -73 | -78 |
| C | 1723004589.157 | 135.001 | 18.074 | 60.960 | -79 | -81 | -86 | -80 | -66 | -74 | -81 | -79 |
| D | 1723004818.150 | 116.322 | 9.077 | 60.960 | -82 | -79 | -78 | -73 | -73 | -86 | -70 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004823.141
- **Target RSSI fingerprint:** [-85, -76, -77, -81, -81, -88, -68, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
88.3024703759176,
8.546123504638672,
60.96
] | 4 |
11,821 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006331.160 | 60.283 | 83.192 | 42.672 | -83 | -100 | -87 | -81 | -81 | -82 | -79 | -82 |
| B | 1723006323.170 | 67.925 | 78.468 | 42.672 | -87 | -85 | -90 | -82 | -87 | -87 | -80 | -75 |
| C | 1723006431.144 | 57.736 | 38.842 | 42.672 | -87 | -83 | -90 | -87 | -86 | -76 | -78 | -69 |
| D | 1723006632.157 | 147.737 | 35.180 | 42.672 | -89 | -85 | -84 | -80 | -82 | -87 | -78 | -85 |
| E | 1723007040.157 | 210.567 | 6.131 | 42.672 | -100 | -85 | -87 | -81 | -93 | -85 | -93 | -95 |
| F | 1723006271.139 | 137.548 | 73.916 | 42.672 | -89 | -86 | -89 | -80 | -89 | -89 | -84 | -83 |
| G | 1723006324.149 | 66.227 | 82.303 | 42.672 | -88 | -88 | -90 | -91 | -85 | -92 | -78 | -71 |
| H | 1723006564.160 | 16.132 | 79.091 | 42.672 | -80 | -83 | -87 | -84 | -85 | -80 | -81 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006806.150
- **Target RSSI fingerprint:** [-83, -84, -88, -89, -72, -73, -100, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
22.92467976927321,
49.71083641052246,
42.672000000000004
] | 8 |
13,618 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006882.162 | 53.491 | 39.400 | 42.672 | -83 | -84 | -84 | -76 | -100 | -84 | -88 | -63 |
| B | 1723006464.145 | 25.472 | 80.697 | 42.672 | -81 | -76 | -89 | -81 | -63 | -73 | -72 | -76 |
| C | 1723006768.146 | 73.019 | 64.786 | 42.672 | -88 | -89 | -85 | -92 | -83 | -82 | -78 | -75 |
| D | 1723006696.139 | 59.434 | 85.116 | 42.672 | -85 | -86 | -85 | -87 | -70 | -74 | -69 | -70 |
| E | 1723006788.162 | 16.981 | 79.715 | 42.672 | -89 | -84 | -88 | -81 | -80 | -86 | -89 | -84 |
| F | 1723006250.134 | 177.454 | 39.241 | 42.672 | -78 | -86 | -81 | -84 | -83 | -82 | -77 | -85 |
| G | 1723006811.158 | 35.661 | 28.040 | 42.672 | -83 | -79 | -81 | -71 | -71 | -74 | -79 | -72 |
| H | 1723006876.159 | 84.057 | 39.944 | 42.672 | -81 | -79 | -80 | -85 | -100 | -74 | -86 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006339.181
- **Target RSSI fingerprint:** [-88, -82, -90, -81, -80, -85, -85, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
20.377493128242854,
81.65263652801514,
42.672000000000004
] | 8 |
14,054 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722841116.156 | 94.246 | 187.550 | 60.960 | -81 | -80 | -82 | -77 | -76 | -75 | -73 | -72 |
| B | 1722840971.147 | 80.661 | 125.432 | 60.960 | -76 | -82 | -84 | -83 | -77 | -73 | -75 | -72 |
| C | 1722841404.177 | 135.850 | 119.871 | 60.960 | -84 | -92 | -73 | -76 | -74 | -74 | -78 | -71 |
| D | 1722841080.150 | 101.888 | 90.411 | 60.960 | -85 | -79 | -74 | -78 | -71 | -76 | -72 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841342.179
- **Target RSSI fingerprint:** [-88, -76, -85, -77, -82, -73, -72, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
41.604065008954706,
149.59697246551514,
60.96
] | 4 |
23,261 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725938032.174 | 64.529 | 8.546 | 30.480 | -82 | -75 | -84 | -82 | -68 | -100 | -78 | -71 |
| B | 1725938018.129 | 25.472 | 17.251 | 30.480 | -72 | -100 | -77 | -66 | -74 | -100 | -62 | -72 |
| C | 1725937719.154 | 73.020 | 77.273 | 30.480 | -82 | -78 | -78 | -82 | -78 | -68 | -80 | -75 |
| D | 1725937754.148 | 63.680 | 35.857 | 30.480 | -83 | -73 | -85 | -81 | -74 | -60 | -76 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937688.148
- **Target RSSI fingerprint:** [-72, -100, -70, -70, -76, -65, -47, -59]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
13.585088105114172,
97.55054950714111,
30.48
] | 4 |
25,130 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943064.146 | 101.039 | 19.109 | 60.960 | -80 | -80 | -77 | -82 | -77 | -76 | -77 | -70 |
| B | 1725942924.176 | 90.001 | 7.139 | 60.960 | -84 | -80 | -74 | -75 | -74 | -74 | -68 | -78 |
| C | 1725943511.192 | 16.132 | 20.330 | 60.960 | -83 | -80 | -78 | -76 | -77 | -73 | -77 | -79 |
| D | 1725942939.139 | 104.435 | 34.622 | 60.960 | -74 | -73 | -77 | -73 | -78 | -75 | -75 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943522.146
- **Target RSSI fingerprint:** [-84, -81, -75, -79, -71, -75, -70, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.92543937542536,
9.554672241210938,
60.96
] | 4 |
12,196 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723010564.153 | 203.775 | 3.543 | 60.960 | -101 | -95 | -95 | -97 | -102 | -100 | -98 | -89 |
| B | 1723009926.163 | 143.492 | 44.668 | 60.960 | -100 | -88 | -84 | -84 | -70 | -76 | -82 | -70 |
| C | 1723010201.142 | 1.698 | 82.316 | 60.960 | -80 | -91 | -85 | -91 | -75 | -79 | -86 | -78 |
| D | 1723010079.152 | 28.868 | 84.426 | 60.960 | -73 | -78 | -78 | -77 | -66 | -71 | -72 | -74 |
| E | 1723010296.157 | 67.076 | 85.329 | 60.960 | -70 | -76 | -73 | -72 | -70 | -68 | -75 | -74 |
| F | 1723010475.161 | 187.643 | 28.704 | 60.960 | -83 | -100 | -83 | -83 | -77 | -82 | -82 | -65 |
| G | 1723010170.146 | 78.114 | 42.571 | 60.960 | -69 | -76 | -78 | -81 | -80 | -81 | -71 | -69 |
| H | 1723009870.162 | 13.585 | 63.685 | 60.960 | -79 | -75 | -77 | -76 | -76 | -75 | -71 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723009911.158
- **Target RSSI fingerprint:** [-86, -85, -82, -85, -100, -80, -85, -60]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
148.5858876222591,
8.678827285766602,
60.96
] | 8 |
18,308 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994458.228 | 52.642 | 22.201 | 51.816 | -78 | -84 | -88 | -82 | -76 | -77 | -75 | -83 |
| B | 1731994563.209 | 33.113 | 87.080 | 51.816 | -83 | -82 | -83 | -92 | -81 | -73 | -77 | -73 |
| C | 1731994292.231 | 32.264 | 94.233 | 51.816 | -81 | -83 | -80 | -100 | -74 | -82 | -72 | -70 |
| D | 1731994725.209 | 119.718 | 68.250 | 51.816 | -99 | -88 | -85 | -100 | -88 | -85 | -87 | -85 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994717.212
- **Target RSSI fingerprint:** [-84, -100, -83, -77, -82, -77, -82, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
112.92532482039763,
61.18971347808838,
51.816
] | 4 |
1,681 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828494.185 | 86.604 | 43.713 | 42.672 | -86 | -86 | -79 | -88 | -79 | -87 | -88 | -78 |
| B | 1722829028.144 | 75.567 | 12.235 | 42.672 | -96 | -92 | -87 | -83 | -93 | -77 | -79 | -85 |
| C | 1722828979.154 | 23.774 | 46.393 | 42.672 | -84 | -86 | -81 | -79 | -88 | -84 | -89 | -75 |
| D | 1722828820.161 | 119.718 | 45.265 | 42.672 | -89 | -87 | -78 | -79 | -79 | -75 | -67 | -76 |
| E | 1722828584.143 | 39.906 | 46.566 | 42.672 | -82 | -82 | -82 | -92 | -86 | -82 | -86 | -73 |
| F | 1722828726.157 | 93.397 | 98.002 | 42.672 | -88 | -92 | -86 | -78 | -79 | -86 | -84 | -75 |
| G | 1722828923.148 | 90.850 | 101.731 | 42.672 | -87 | -93 | -89 | -77 | -78 | -86 | -85 | -76 |
| H | 1722828781.192 | 45.849 | 47.136 | 42.672 | -85 | -85 | -78 | -84 | -88 | -83 | -90 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828587.172
- **Target RSSI fingerprint:** [-80, -80, -74, -86, -80, -78, -75, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
54.34000396487806,
56.90338134765625,
42.672000000000004
] | 8 |
30,193 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128785.138 | 48.398 | 16.309 | 51.816 | -82 | -67 | -74 | -68 | -100 | -77 | -73 | -68 |
| B | 1724128664.127 | 140.948 | 45.026 | 51.816 | -80 | -81 | -73 | -100 | -76 | -73 | -76 | -71 |
| C | 1724128505.141 | 96.796 | 90.079 | 51.816 | -84 | -71 | -73 | -82 | -74 | -83 | -83 | -72 |
| D | 1724128437.159 | 45.851 | 62.649 | 51.816 | -85 | -69 | -100 | -78 | -76 | -80 | -77 | -81 |
| E | 1724128920.127 | 114.627 | 67.201 | 51.816 | -81 | -82 | -82 | -81 | -82 | -80 | -80 | -67 |
| F | 1724128546.139 | 84.060 | 49.087 | 51.816 | -86 | -66 | -84 | -83 | -75 | -78 | -76 | -75 |
| G | 1724128572.137 | 141.797 | 43.633 | 51.816 | -74 | -100 | -74 | -82 | -63 | -73 | -82 | -70 |
| H | 1724128466.170 | 94.249 | 20.383 | 51.816 | -91 | -100 | -88 | -82 | -88 | -77 | -81 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128667.141
- **Target RSSI fingerprint:** [-83, -77, -82, -67, -79, -77, -73, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
139.25010463226522,
51.117496490478516,
51.816
] | 8 |
21,607 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725940872.161 | 28.019 | 124.423 | 51.816 | -83 | -85 | -85 | -79 | -65 | -76 | -80 | -81 |
| B | 1725940802.163 | 71.322 | 77.764 | 51.816 | -77 | -70 | -80 | -72 | -75 | -76 | -71 | -68 |
| C | 1725941167.152 | 64.529 | 21.909 | 51.816 | -84 | -82 | -78 | -73 | -84 | -75 | -75 | -74 |
| D | 1725941307.170 | 107.832 | 39.241 | 51.816 | -87 | -75 | -80 | -78 | -84 | -79 | -76 | -60 |
| E | 1725941083.156 | 61.133 | 94.631 | 51.816 | -65 | -100 | -74 | -73 | -70 | -72 | -68 | -68 |
| F | 1725941056.161 | 11.038 | 84.055 | 51.816 | -72 | -76 | -71 | -72 | -56 | -76 | -75 | -71 |
| G | 1725941366.160 | 64.529 | 23.090 | 51.816 | -84 | -82 | -78 | -71 | -82 | -68 | -63 | -73 |
| H | 1725941355.146 | 7.642 | 30.668 | 51.816 | -75 | -72 | -74 | -70 | -68 | -58 | -65 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941203.153
- **Target RSSI fingerprint:** [-81, -70, -78, -100, -74, -100, -100, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
76.41612380900357,
79.52937602996826,
51.816
] | 8 |
43,518 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691660.158 | 182.553 | 33.256 | 51.816 | -88 | -76 | -100 | -84 | -84 | -77 | -70 | -73 |
| B | 1723691677.147 | 144.345 | 12.050 | 51.816 | -84 | -84 | -78 | -77 | -79 | -70 | -78 | -68 |
| C | 1723691248.161 | 60.285 | 57.501 | 51.816 | -100 | -100 | -79 | -80 | -79 | -75 | -100 | -75 |
| D | 1723691648.135 | 227.555 | 84.254 | 51.816 | -79 | -77 | -100 | -85 | -85 | -79 | -81 | -73 |
| E | 1723691499.138 | 138.401 | 86.085 | 51.816 | -100 | -81 | -74 | -80 | -79 | -77 | -75 | -79 |
| F | 1723691494.145 | 120.570 | 65.025 | 51.816 | -84 | -84 | -73 | -79 | -76 | -86 | -76 | -80 |
| G | 1723691400.140 | 138.401 | 42.810 | 51.816 | -78 | -74 | -100 | -81 | -79 | -78 | -74 | -100 |
| H | 1723691577.136 | 165.572 | 102.792 | 51.816 | -83 | -77 | -77 | -82 | -83 | -79 | -73 | -80 |
| I | 1723691813.362 | 159.628 | 64.069 | 51.816 | -84 | -82 | -77 | -84 | -79 | -78 | -76 | -76 |
| J | 1723691594.154 | 124.816 | 63.990 | 51.816 | -87 | -83 | -82 | -85 | -75 | -81 | -79 | -80 |
| K | 1723691452.141 | 211.422 | 67.135 | 51.816 | -79 | -74 | -100 | -86 | -84 | -77 | -77 | -74 |
| L | 1723691627.131 | 212.271 | 109.043 | 51.816 | -79 | -78 | -72 | -83 | -76 | -81 | -81 | -82 |
| M | 1723691409.147 | 148.590 | 50.308 | 51.816 | -82 | -100 | -77 | -77 | -76 | -100 | -76 | -77 |
| N | 1723691754.129 | 213.970 | 122.592 | 51.816 | -70 | -82 | -73 | -85 | -82 | -74 | -82 | -76 |
| O | 1723691310.157 | 159.628 | 107.185 | 51.816 | -85 | -82 | -82 | -77 | -81 | -83 | -83 | -79 |
| P | 1723691493.153 | 119.721 | 62.716 | 51.816 | -85 | -81 | -80 | -85 | -86 | -84 | -76 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691358.134
- **Target RSSI fingerprint:** [-70, -82, -70, -83, -81, -75, -82, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
205.478790395068,
134.85358238220215,
51.816
] | 16 |
4,239 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1732000082.214 | 45.849 | 146.054 | 42.672 | -89 | -70 | -90 | -92 | -88 | -77 | -80 | -84 |
| B | 1731999923.249 | 123.963 | 161.859 | 42.672 | -89 | -82 | -85 | -82 | -82 | -79 | -68 | -79 |
| C | 1732000071.223 | 93.397 | 190.138 | 42.672 | -84 | -72 | -80 | -84 | -83 | -80 | -70 | -81 |
| D | 1731999562.221 | 54.340 | 98.002 | 42.672 | -86 | -100 | -81 | -81 | -72 | -87 | -74 | -68 |
| E | 1731999741.226 | 128.208 | 108.737 | 42.672 | -80 | -100 | -73 | -77 | -74 | -83 | -70 | -60 |
| F | 1731999936.219 | 147.737 | 125.007 | 42.672 | -100 | -100 | -76 | -79 | -83 | -86 | -72 | -56 |
| G | 1731999683.239 | 24.623 | 133.274 | 42.672 | -85 | -75 | -87 | -76 | -76 | -79 | -70 | -75 |
| H | 1731999834.236 | 140.944 | 122.817 | 42.672 | -81 | -87 | -85 | -87 | -92 | -85 | -90 | -84 |
| I | 1731999556.229 | 72.170 | 77.088 | 42.672 | -81 | -100 | -79 | -79 | -77 | -72 | -77 | -71 |
| J | 1731999794.225 | 52.642 | 163.332 | 42.672 | -90 | -83 | -91 | -81 | -77 | -84 | -82 | -88 |
| K | 1732000134.219 | 131.605 | 150.287 | 42.672 | -100 | -100 | -76 | -86 | -80 | -84 | -79 | -65 |
| L | 1731999877.231 | 46.698 | 147.222 | 42.672 | -89 | -70 | -90 | -87 | -88 | -76 | -82 | -84 |
| M | 1731999630.229 | 95.944 | 105.685 | 42.672 | -77 | -80 | -81 | -86 | -88 | -85 | -89 | -85 |
| N | 1731999579.234 | 21.227 | 135.437 | 42.672 | -92 | -84 | -100 | -88 | -88 | -94 | -81 | -87 |
| O | 1731999987.238 | 23.774 | 133.513 | 42.672 | -90 | -85 | -91 | -85 | -87 | -84 | -86 | -85 |
| P | 1731999530.235 | 0.849 | 15.487 | 42.672 | -85 | -90 | -100 | -91 | -91 | -87 | -89 | -91 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1732000027.225
- **Target RSSI fingerprint:** [-84, -77, -81, -82, -85, -78, -80, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
113.7743866506044,
99.34205055236816,
42.672000000000004
] | 16 |
36,550 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724126949.138 | 95.098 | 55.271 | 42.672 | -100 | -86 | -80 | -72 | -84 | -75 | -78 | -76 |
| B | 1724126606.116 | 16.133 | 94.060 | 42.672 | -72 | -72 | -74 | -100 | -79 | -69 | -70 | -74 |
| C | 1724126842.142 | 67.927 | 75.562 | 42.672 | -75 | -84 | -85 | -78 | -80 | -78 | -79 | -65 |
| D | 1724126774.137 | 129.910 | 72.350 | 42.672 | -100 | -82 | -85 | -80 | -100 | -82 | -78 | -85 |
| E | 1724126664.125 | 73.021 | 77.645 | 42.672 | -80 | -79 | -77 | -82 | -85 | -82 | -84 | -81 |
| F | 1724127183.161 | 55.191 | 0.969 | 42.672 | -100 | -84 | -86 | -100 | -70 | -100 | -81 | -60 |
| G | 1724127023.153 | 59.436 | 72.961 | 42.672 | -77 | -100 | -85 | -77 | -78 | -82 | -84 | -65 |
| H | 1724126733.124 | 39.058 | 57.620 | 42.672 | -86 | -100 | -85 | -80 | -74 | -84 | -86 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724127056.151
- **Target RSSI fingerprint:** [-84, -87, -82, -78, -88, -79, -85, -91]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
125.66472912778792,
37.64806270599365,
42.672000000000004
] | 8 |
27,796 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939379.156 | 101.888 | 35.419 | 42.672 | -76 | -83 | -84 | -75 | -76 | -70 | -77 | -60 |
| B | 1725939364.147 | 77.265 | 71.872 | 42.672 | -100 | -76 | -77 | -76 | -74 | -63 | -74 | -64 |
| C | 1725939693.156 | 61.982 | 70.081 | 42.672 | -73 | -83 | -79 | -75 | -76 | -70 | -76 | -62 |
| D | 1725939742.151 | 11.038 | 75.296 | 42.672 | -75 | -76 | -78 | -77 | -71 | -81 | -72 | -66 |
| E | 1725939772.170 | 57.737 | 88.275 | 42.672 | -100 | -77 | -84 | -77 | -76 | -63 | -77 | -66 |
| F | 1725939593.155 | 86.605 | 31.517 | 42.672 | -78 | -83 | -75 | -76 | -73 | -83 | -71 | -62 |
| G | 1725939322.152 | 1.698 | 25.413 | 42.672 | -100 | -78 | -70 | -74 | -100 | -82 | -74 | -81 |
| H | 1725939491.160 | 63.680 | 69.616 | 42.672 | -69 | -75 | -76 | -73 | -79 | -65 | -76 | -61 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939551.148
- **Target RSSI fingerprint:** [-77, -80, -84, -81, -72, -69, -77, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
22.07576854134618,
124.70174312591553,
42.672000000000004
] | 8 |
38,735 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128958.146 | 60.285 | 4.565 | 51.816 | -84 | -76 | -74 | -82 | -77 | -82 | -63 | -63 |
| B | 1724128922.136 | 122.268 | 71.103 | 51.816 | -84 | -80 | -100 | -76 | -78 | -75 | -100 | -67 |
| C | 1724128520.136 | 33.114 | 56.718 | 51.816 | -100 | -81 | -82 | -76 | -83 | -79 | -64 | -78 |
| D | 1724128441.128 | 63.681 | 72.045 | 51.816 | -82 | -82 | -80 | -80 | -79 | -76 | -68 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128711.124
- **Target RSSI fingerprint:** [-73, -77, -83, -80, -76, -84, -80, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
34.812526158066305,
47.985687255859375,
51.816
] | 4 |
11,836 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722841252.165 | 15.283 | 130.235 | 60.960 | -90 | -84 | -97 | -88 | -88 | -88 | -86 | -78 |
| B | 1722841132.147 | 57.736 | 164.898 | 60.960 | -81 | -82 | -77 | -82 | -86 | -85 | -75 | -75 |
| C | 1722840895.186 | 131.605 | 121.517 | 60.960 | -79 | -82 | -74 | -87 | -69 | -73 | -74 | -82 |
| D | 1722841427.170 | 72.170 | 62.331 | 60.960 | -74 | -80 | -81 | -76 | -82 | -69 | -74 | -73 |
| E | 1722841438.170 | 59.434 | 51.370 | 60.960 | -78 | -80 | -77 | -78 | -81 | -68 | -76 | -72 |
| F | 1722841050.155 | 25.472 | 137.322 | 60.960 | -90 | -83 | -86 | -73 | -85 | -86 | -76 | -74 |
| G | 1722841086.151 | 105.284 | 93.715 | 60.960 | -77 | -85 | -89 | -85 | -75 | -72 | -86 | -72 |
| H | 1722841111.174 | 106.133 | 165.667 | 60.960 | -78 | -71 | -72 | -91 | -78 | -78 | -74 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841253.191
- **Target RSSI fingerprint:** [-86, -81, -83, -71, -85, -86, -74, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
19.528438677672614,
133.4469223022461,
60.96
] | 8 |
34,955 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724126920.163 | 30.567 | 54.249 | 42.672 | -75 | -84 | -68 | -80 | -79 | -79 | -67 | -63 |
| B | 1724126721.146 | 90.852 | 85.514 | 42.672 | -72 | -81 | -100 | -80 | -86 | -85 | -83 | -75 |
| C | 1724127197.141 | 28.020 | 61.482 | 42.672 | -100 | -89 | -70 | -84 | -86 | -100 | -85 | -65 |
| D | 1724126620.125 | 45.851 | 31.092 | 42.672 | -74 | -100 | -78 | -100 | -66 | -66 | -52 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126980.135
- **Target RSSI fingerprint:** [-100, -89, -100, -81, -87, -86, -86, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
115.47569703634566,
28.464961051940918,
42.672000000000004
] | 4 |
38,670 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693412.159 | 143.496 | 40.568 | 60.960 | -69 | -75 | -75 | -82 | -77 | -76 | -77 | -61 |
| B | 1723693803.181 | 1.698 | 67.785 | 60.960 | -80 | -100 | -100 | -100 | -89 | -94 | -98 | -70 |
| C | 1723693513.147 | 160.477 | 95.666 | 60.960 | -72 | -77 | -76 | -71 | -79 | -76 | -75 | -66 |
| D | 1723693049.153 | 56.889 | 49.366 | 60.960 | -100 | -77 | -81 | -100 | -100 | -74 | -83 | -80 |
| E | 1723693520.143 | 174.912 | 66.073 | 60.960 | -100 | -100 | -75 | -72 | -69 | -100 | -72 | -100 |
| F | 1723693559.154 | 207.177 | 122.578 | 60.960 | -66 | -76 | -100 | -73 | -75 | -79 | -83 | -68 |
| G | 1723693471.153 | 148.590 | 1.101 | 60.960 | -84 | -80 | -79 | -83 | -83 | -77 | -71 | -78 |
| H | 1723693304.169 | 150.288 | 88.925 | 60.960 | -72 | -78 | -76 | -75 | -76 | -76 | -75 | -66 |
| I | 1723693524.151 | 183.403 | 48.052 | 60.960 | -100 | -81 | -79 | -82 | -72 | -76 | -68 | -100 |
| J | 1723693448.148 | 229.253 | 81.175 | 60.960 | -82 | -75 | -79 | -79 | -81 | -74 | -85 | -100 |
| K | 1723693201.174 | 129.061 | 40.660 | 60.960 | -100 | -100 | -76 | -80 | -80 | -77 | -71 | -75 |
| L | 1723693417.146 | 163.024 | 59.000 | 60.960 | -67 | -81 | -75 | -82 | -77 | -74 | -76 | -63 |
| M | 1723693153.137 | 221.611 | 92.707 | 60.960 | -64 | -75 | -83 | -80 | -78 | -78 | -83 | -70 |
| N | 1723693383.165 | 146.892 | 85.992 | 60.960 | -74 | -79 | -77 | -74 | -76 | -74 | -71 | -67 |
| O | 1723693285.140 | 128.212 | 37.582 | 60.960 | -75 | -71 | -100 | -81 | -74 | -67 | -81 | -63 |
| P | 1723693098.176 | 128.212 | 66.471 | 60.960 | -77 | -80 | -75 | -82 | -78 | -77 | -74 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693055.143
- **Target RSSI fingerprint:** [-100, -76, -75, -73, -100, -70, -75, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
84.05950263517904,
35.93618392944336,
60.96
] | 16 |
15,102 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994895.215 | 60.283 | 4.804 | 51.816 | -94 | -84 | -81 | -77 | -89 | -92 | -79 | -75 |
| B | 1731994445.213 | 77.265 | 25.545 | 51.816 | -96 | -86 | -83 | -78 | -71 | -78 | -78 | -73 |
| C | 1731994643.206 | 68.774 | 18.910 | 51.816 | -81 | -77 | -81 | -79 | -72 | -79 | -77 | -74 |
| D | 1731994797.224 | 69.623 | 73.412 | 51.816 | -82 | -74 | -92 | -86 | -85 | -85 | -76 | -73 |
| E | 1731994507.217 | 77.265 | 41.669 | 51.816 | -84 | -82 | -81 | -82 | -82 | -79 | -70 | -78 |
| F | 1731994397.210 | 30.566 | 51.317 | 51.816 | -92 | -84 | -84 | -85 | -88 | -80 | -77 | -74 |
| G | 1731994520.211 | 85.755 | 48.968 | 51.816 | -88 | -93 | -87 | -86 | -84 | -78 | -76 | -81 |
| H | 1731994930.222 | 67.925 | 3.716 | 51.816 | -80 | -76 | -98 | -99 | -90 | -95 | -93 | -95 |
| I | 1731994385.222 | 11.038 | 60.009 | 51.816 | -91 | -94 | -75 | -86 | -81 | -69 | -70 | -74 |
| J | 1731994287.223 | 25.472 | 84.015 | 51.816 | -87 | -100 | -82 | -75 | -83 | -83 | -71 | -72 |
| K | 1731994419.223 | 95.944 | 97.935 | 51.816 | -76 | -85 | -89 | -85 | -79 | -77 | -64 | -74 |
| L | 1731994497.222 | 33.963 | 75.562 | 51.816 | -93 | -92 | -77 | -78 | -79 | -90 | -65 | -71 |
| M | 1731994659.223 | 30.566 | 37.409 | 51.816 | -75 | -84 | -88 | -91 | -84 | -83 | -84 | -78 |
| N | 1731994603.218 | 64.529 | 80.923 | 51.816 | -84 | -74 | -87 | -84 | -80 | -75 | -75 | -73 |
| O | 1731994685.253 | 25.472 | 95.215 | 51.816 | -82 | -100 | -92 | -76 | -87 | -82 | -81 | -75 |
| P | 1731994439.246 | 100.189 | 45.770 | 51.816 | -94 | -88 | -82 | -77 | -84 | -68 | -74 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994611.194
- **Target RSSI fingerprint:** [-80, -75, -88, -87, -79, -78, -76, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
84.90625926345686,
97.73633480072021,
51.816
] | 16 |
3,834 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722839061.175 | 16.132 | 126.082 | 51.816 | -83 | -78 | -76 | -85 | -72 | -71 | -76 | -72 |
| B | 1722839006.199 | 126.510 | 110.715 | 51.816 | -78 | -84 | -84 | -77 | -78 | -85 | -69 | -78 |
| C | 1722838756.168 | 16.981 | 131.722 | 51.816 | -100 | -100 | -85 | -82 | -80 | -70 | -74 | -80 |
| D | 1722839288.156 | 52.642 | 101.532 | 51.816 | -79 | -79 | -82 | -77 | -78 | -70 | -70 | -70 |
| E | 1722838978.149 | 53.491 | 154.029 | 51.816 | -85 | -81 | -76 | -73 | -74 | -68 | -64 | -71 |
| F | 1722839084.158 | 60.283 | 103.973 | 51.816 | -88 | -80 | -85 | -76 | -80 | -69 | -68 | -73 |
| G | 1722839145.169 | 63.680 | 68.966 | 51.816 | -75 | -81 | -77 | -84 | -74 | -88 | -87 | -72 |
| H | 1722838736.176 | 53.491 | 78.985 | 51.816 | -72 | -81 | -81 | -82 | -84 | -78 | -80 | -76 |
| I | 1722839072.141 | 36.510 | 102.009 | 51.816 | -84 | -75 | -81 | -85 | -74 | -72 | -75 | -68 |
| J | 1722839185.164 | 62.831 | 145.072 | 51.816 | -80 | -76 | -76 | -71 | -70 | -69 | -65 | -71 |
| K | 1722838734.149 | 60.283 | 70.917 | 51.816 | -73 | -78 | -81 | -83 | -77 | -77 | -77 | -75 |
| L | 1722839096.158 | 103.586 | 142.776 | 51.816 | -81 | -86 | -87 | -77 | -76 | -83 | -72 | -74 |
| M | 1722839170.167 | 28.019 | 140.255 | 51.816 | -88 | -88 | -88 | -80 | -85 | -69 | -71 | -82 |
| N | 1722838944.166 | 49.246 | 85.037 | 51.816 | -100 | -100 | -76 | -79 | -77 | -87 | -82 | -68 |
| O | 1722838949.187 | 31.415 | 103.522 | 51.816 | -85 | -85 | -83 | -85 | -75 | -78 | -82 | -70 |
| P | 1722838961.150 | 11.887 | 128.444 | 51.816 | -88 | -85 | -91 | -86 | -89 | -80 | -85 | -88 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839076.167
- **Target RSSI fingerprint:** [-78, -74, -79, -80, -77, -69, -71, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
45.84937800168231,
92.8528356552124,
51.816
] | 16 |
26,395 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943189.158 | 17.830 | 14.292 | 60.960 | -81 | -76 | -74 | -78 | -71 | -76 | -73 | -72 |
| B | 1725943015.150 | 15.283 | 102.169 | 60.960 | -83 | -72 | -73 | -79 | -80 | -78 | -78 | -74 |
| C | 1725943206.172 | 7.642 | 55.205 | 60.960 | -75 | -73 | -72 | -77 | -76 | -70 | -70 | -72 |
| D | 1725943326.154 | 97.643 | 0.584 | 60.960 | -79 | -84 | -73 | -74 | -66 | -72 | -70 | -67 |
| E | 1725942796.156 | 28.868 | 1.765 | 60.960 | -100 | -100 | -100 | -83 | -100 | -82 | -86 | -100 |
| F | 1725942896.176 | 35.661 | 18.233 | 60.960 | -70 | -100 | -100 | -73 | -64 | -64 | -75 | -100 |
| G | 1725942964.162 | 63.680 | 72.562 | 60.960 | -78 | -82 | -83 | -75 | -71 | -75 | -74 | -69 |
| H | 1725943164.158 | 64.529 | 66.246 | 60.960 | -76 | -77 | -76 | -76 | -71 | -74 | -74 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943035.173
- **Target RSSI fingerprint:** [-79, -68, -73, -82, -78, -79, -79, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
57.73662346911156,
85.22236824035645,
60.96
] | 8 |
22,164 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939410.170 | 9.340 | 68.396 | 42.672 | -74 | -60 | -73 | -80 | -73 | -70 | -64 | -67 |
| B | 1725939589.153 | 102.737 | 24.683 | 42.672 | -76 | -100 | -81 | -71 | -74 | -76 | -68 | -75 |
| C | 1725939531.160 | 7.642 | 55.523 | 42.672 | -78 | -56 | -67 | -77 | -72 | -75 | -69 | -75 |
| D | 1725939955.145 | 46.699 | 13.483 | 42.672 | -100 | -85 | -100 | -100 | -100 | -77 | -100 | -85 |
| E | 1725939441.137 | 57.737 | 14.743 | 42.672 | -67 | -79 | -77 | -64 | -100 | -100 | -76 | -100 |
| F | 1725939271.155 | 97.643 | 52.166 | 42.672 | -80 | -80 | -78 | -78 | -75 | -77 | -65 | -77 |
| G | 1725939545.166 | 21.227 | 123.441 | 42.672 | -75 | -70 | -68 | -80 | -78 | -80 | -68 | -79 |
| H | 1725939827.147 | 4.245 | 51.184 | 42.672 | -85 | -79 | -78 | -82 | -69 | -74 | -63 | -75 |
| I | 1725939907.149 | 50.095 | 11.413 | 42.672 | -100 | -70 | -87 | -100 | -100 | -75 | -83 | -62 |
| J | 1725939350.180 | 32.265 | 112.732 | 42.672 | -76 | -73 | -70 | -83 | -74 | -73 | -68 | -72 |
| K | 1725939230.147 | 47.548 | 18.486 | 42.672 | -63 | -74 | -100 | -60 | -65 | -69 | -80 | -69 |
| L | 1725939259.327 | 100.190 | 29.407 | 42.672 | -84 | -84 | -69 | -79 | -76 | -79 | -61 | -75 |
| M | 1725939646.174 | 70.473 | 7.657 | 42.672 | -66 | -80 | -77 | -68 | -66 | -70 | -82 | -63 |
| N | 1725939519.151 | 0.849 | 21.126 | 42.672 | -83 | -100 | -69 | -74 | -65 | -66 | -76 | -68 |
| O | 1725939502.151 | 54.340 | 14.916 | 42.672 | -87 | -83 | -79 | -81 | -79 | -77 | -73 | -71 |
| P | 1725939241.149 | 61.133 | 16.216 | 42.672 | -76 | -82 | -74 | -75 | -74 | -69 | -82 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939890.144
- **Target RSSI fingerprint:** [-66, -79, -73, -62, -66, -75, -75, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
57.73662541582846,
11.677932739257812,
42.672000000000004
] | 16 |
23,242 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725941185.151 | 103.586 | 35.724 | 51.816 | -70 | -85 | -76 | -71 | -70 | -73 | -75 | -63 |
| B | 1725940987.154 | 108.681 | 49.207 | 51.816 | -74 | -86 | -76 | -73 | -66 | -69 | -75 | -63 |
| C | 1725941100.128 | 106.983 | 52.338 | 51.816 | -80 | -82 | -78 | -80 | -100 | -81 | -80 | -64 |
| D | 1725941058.153 | 13.585 | 93.742 | 51.816 | -72 | -54 | -71 | -72 | -68 | -65 | -70 | -68 |
| E | 1725940952.160 | 0.849 | 31.079 | 51.816 | -74 | -79 | -76 | -77 | -70 | -74 | -70 | -74 |
| F | 1725941345.149 | 0.849 | 35.790 | 51.816 | -80 | -80 | -78 | -77 | -74 | -79 | -75 | -66 |
| G | 1725941017.150 | 59.435 | 54.090 | 51.816 | -100 | -81 | -74 | -79 | -76 | -76 | -76 | -61 |
| H | 1725941040.138 | 2.547 | 31.583 | 51.816 | -77 | -83 | -80 | -74 | -69 | -72 | -67 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941370.144
- **Target RSSI fingerprint:** [-75, -77, -80, -78, -69, -65, -71, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
84.90680423222618,
18.95009994506836,
51.816
] | 8 |
33,852 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128872.135 | 92.550 | 85.793 | 51.816 | -82 | -82 | -67 | -84 | -74 | -71 | -80 | -70 |
| B | 1724128712.129 | 36.511 | 43.394 | 51.816 | -75 | -100 | -80 | -83 | -100 | -78 | -69 | -64 |
| C | 1724128773.136 | 67.927 | 8.506 | 51.816 | -83 | -79 | -64 | -84 | -100 | -82 | -82 | -75 |
| D | 1724128823.142 | 90.003 | 44.097 | 51.816 | -100 | -100 | -76 | -84 | -62 | -83 | -76 | -68 |
| E | 1724128649.146 | 95.098 | 23.356 | 51.816 | -100 | -83 | -100 | -87 | -76 | -84 | -77 | -69 |
| F | 1724128941.123 | 139.250 | 43.102 | 51.816 | -81 | -81 | -100 | -79 | -73 | -72 | -78 | -70 |
| G | 1724128747.151 | 130.759 | 63.777 | 51.816 | -100 | -79 | -100 | -100 | -64 | -73 | -70 | -64 |
| H | 1724128469.130 | 105.287 | 25.015 | 51.816 | -100 | -80 | -100 | -77 | -75 | -84 | -79 | -77 |
| I | 1724128393.138 | 21.227 | 73.903 | 51.816 | -80 | -86 | -80 | -100 | -67 | -100 | -79 | -73 |
| J | 1724128672.130 | 129.061 | 73.757 | 51.816 | -78 | -70 | -77 | -75 | -87 | -82 | -79 | -66 |
| K | 1724128909.137 | 63.681 | 40.753 | 51.816 | -79 | -100 | -67 | -76 | -100 | -82 | -77 | -71 |
| L | 1724128711.124 | 34.813 | 47.986 | 51.816 | -77 | -83 | -80 | -84 | -100 | -80 | -76 | -77 |
| M | 1724128471.124 | 115.476 | 29.513 | 51.816 | -73 | -83 | -100 | -75 | -74 | -78 | -79 | -77 |
| N | 1724128869.142 | 106.985 | 92.574 | 51.816 | -82 | -81 | -79 | -81 | -72 | -72 | -83 | -74 |
| O | 1724128841.151 | 135.005 | 40.302 | 51.816 | -82 | -100 | -100 | -77 | -78 | -80 | -77 | -75 |
| P | 1724128603.134 | 45.002 | 21.246 | 51.816 | -83 | -67 | -66 | -72 | -100 | -74 | -83 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724129069.127
- **Target RSSI fingerprint:** [-95, -93, -87, -100, -100, -100, -96, -88]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
1.6981720077105515,
119.11491394042969,
51.816
] | 16 |
42,998 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724130479.136 | 0.849 | 120.787 | 60.960 | -100 | -100 | -90 | -81 | -90 | -98 | -100 | -65 |
| B | 1724130200.123 | 30.567 | 52.723 | 60.960 | -76 | -81 | -82 | -82 | -78 | -70 | -78 | -66 |
| C | 1724130248.123 | 143.496 | 43.806 | 60.960 | -75 | -81 | -75 | -80 | -79 | -73 | -67 | -74 |
| D | 1724130277.122 | 90.852 | 85.249 | 60.960 | -78 | -81 | -76 | -83 | -83 | -79 | -73 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724129807.133
- **Target RSSI fingerprint:** [-100, -71, -76, -74, -76, -75, -73, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
51.79424565124091,
24.94831085205078,
60.96
] | 4 |
13,152 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731999708.223 | 67.925 | 119.991 | 42.672 | -82 | -89 | -89 | -78 | -85 | -82 | -78 | -83 |
| B | 1731999876.229 | 50.944 | 151.097 | 42.672 | -72 | -90 | -90 | -80 | -92 | -81 | -87 | -84 |
| C | 1731999635.219 | 94.246 | 120.588 | 42.672 | -79 | -85 | -82 | -75 | -90 | -84 | -80 | -77 |
| D | 1731999957.208 | 86.604 | 74.089 | 42.672 | -81 | -81 | -100 | -100 | -75 | -68 | -73 | -71 |
| E | 1731999546.245 | 60.283 | 66.232 | 42.672 | -87 | -81 | -84 | -87 | -79 | -84 | -79 | -80 |
| F | 1731999795.212 | 52.642 | 163.650 | 42.672 | -86 | -86 | -89 | -79 | -80 | -85 | -78 | -84 |
| G | 1731999947.216 | 124.812 | 105.128 | 42.672 | -100 | -87 | -76 | -100 | -77 | -81 | -76 | -62 |
| H | 1731999646.229 | 76.416 | 172.608 | 42.672 | -85 | -90 | -85 | -78 | -80 | -88 | -77 | -84 |
| I | 1731999739.222 | 135.001 | 114.351 | 42.672 | -77 | -82 | -72 | -75 | -78 | -84 | -74 | -61 |
| J | 1731999871.217 | 71.321 | 170.657 | 42.672 | -73 | -89 | -90 | -77 | -91 | -84 | -90 | -70 |
| K | 1732000139.201 | 145.190 | 129.041 | 42.672 | -100 | -100 | -78 | -72 | -90 | -90 | -84 | -57 |
| L | 1732000182.215 | 42.453 | 35.684 | 42.672 | -82 | -77 | -83 | -92 | -80 | -74 | -73 | -82 |
| M | 1731999532.232 | 0.849 | 16.681 | 42.672 | -100 | -68 | -100 | -100 | -80 | -83 | -77 | -100 |
| N | 1731999687.219 | 33.113 | 118.730 | 42.672 | -91 | -88 | -87 | -87 | -79 | -83 | -74 | -93 |
| O | 1731999860.210 | 101.038 | 201.391 | 42.672 | -87 | -90 | -89 | -88 | -93 | -92 | -88 | -83 |
| P | 1732000185.230 | 30.566 | 25.891 | 42.672 | -83 | -75 | -84 | -87 | -78 | -78 | -73 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1732000135.235
- **Target RSSI fingerprint:** [-100, -100, -78, -86, -91, -90, -84, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
134.15188873727982,
145.8945369720459,
42.672000000000004
] | 16 |
9,629 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722839093.163 | 92.548 | 133.115 | 51.816 | -87 | -79 | -88 | -85 | -77 | -78 | -76 | -66 |
| B | 1722838736.176 | 53.491 | 78.985 | 51.816 | -81 | -84 | -72 | -81 | -82 | -76 | -78 | -80 |
| C | 1722839066.187 | 16.981 | 123.521 | 51.816 | -76 | -71 | -83 | -77 | -88 | -71 | -73 | -78 |
| D | 1722839018.177 | 129.058 | 132.292 | 51.816 | -82 | -90 | -76 | -84 | -78 | -74 | -90 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839026.158
- **Target RSSI fingerprint:** [-77, -71, -76, -83, -78, -73, -87, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
109.52906967068553,
166.21148586273193,
51.816
] | 4 |
41,629 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696830.148 | 115.476 | 63.127 | 42.672 | -75 | -100 | -71 | -78 | -71 | -79 | -70 | -77 |
| B | 1723696864.204 | 62.832 | 60.712 | 42.672 | -76 | -63 | -79 | -76 | -74 | -70 | -70 | -72 |
| C | 1723696628.144 | 41.605 | 59.120 | 42.672 | -77 | -69 | -78 | -73 | -78 | -71 | -68 | -74 |
| D | 1723696357.134 | 12.736 | 55.736 | 42.672 | -100 | -80 | -80 | -80 | -85 | -77 | -84 | -80 |
| E | 1723696444.132 | 18.680 | 48.185 | 42.672 | -100 | -66 | -77 | -75 | -82 | -69 | -71 | -72 |
| F | 1723696566.144 | 101.041 | 33.402 | 42.672 | -80 | -82 | -83 | -74 | -67 | -76 | -69 | -73 |
| G | 1723696803.147 | 33.963 | 55.868 | 42.672 | -79 | -71 | -85 | -78 | -91 | -72 | -74 | -76 |
| H | 1723696754.140 | 122.268 | 46.061 | 42.672 | -80 | -100 | -86 | -77 | -68 | -70 | -72 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696482.140
- **Target RSSI fingerprint:** [-75, -100, -76, -77, -68, -77, -71, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
123.11744690603454,
53.32037925720215,
42.672000000000004
] | 8 |
14,672 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731999813.216 | 105.284 | 105.924 | 42.672 | -85 | -90 | -82 | -82 | -86 | -82 | -78 | -75 |
| B | 1732000124.203 | 116.322 | 153.843 | 42.672 | -93 | -93 | -91 | -85 | -87 | -80 | -85 | -83 |
| C | 1732000184.224 | 34.812 | 29.009 | 42.672 | -85 | -76 | -75 | -84 | -79 | -88 | -78 | -74 |
| D | 1731999935.220 | 146.888 | 126.440 | 42.672 | -89 | -100 | -83 | -100 | -84 | -73 | -58 | -85 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999969.234
- **Target RSSI fingerprint:** [-81, -85, -88, -100, -89, -86, -82, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
66.2268817816951,
80.67062854766846,
42.672000000000004
] | 4 |
1,452 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723009962.154 | 22.925 | 47.694 | 60.960 | -89 | -79 | -82 | -80 | -68 | -76 | -70 | -76 |
| B | 1723009940.162 | 102.737 | 45.876 | 60.960 | -77 | -72 | -86 | -86 | -82 | -70 | -81 | -70 |
| C | 1723009815.138 | 112.925 | 6.025 | 60.960 | -75 | -77 | -85 | -87 | -100 | -69 | -79 | -73 |
| D | 1723010123.163 | 84.906 | 9.833 | 60.960 | -84 | -79 | -72 | -78 | -77 | -79 | -72 | -64 |
| E | 1723010208.148 | 29.717 | 84.174 | 60.960 | -87 | -90 | -74 | -71 | -87 | -81 | -73 | -84 |
| F | 1723009888.147 | 47.547 | 6.423 | 60.960 | -83 | -85 | -78 | -83 | -75 | -87 | -78 | -70 |
| G | 1723009636.154 | 209.718 | 5.414 | 60.960 | -96 | -101 | -96 | -94 | -100 | -100 | -100 | -100 |
| H | 1723009988.154 | 55.189 | 85.886 | 60.960 | -86 | -83 | -74 | -68 | -69 | -83 | -74 | -100 |
| I | 1723009786.149 | 135.850 | 81.188 | 60.960 | -79 | -85 | -79 | -76 | -71 | -74 | -70 | -73 |
| J | 1723010055.148 | 85.755 | 38.166 | 60.960 | -79 | -79 | -82 | -85 | -77 | -75 | -69 | -76 |
| K | 1723010097.159 | 13.585 | 62.716 | 60.960 | -85 | -67 | -75 | -76 | -82 | -67 | -73 | -75 |
| L | 1723010064.151 | 69.623 | 79.158 | 60.960 | -78 | -75 | -78 | -80 | -65 | -79 | -69 | -73 |
| M | 1723010023.158 | 155.378 | 19.932 | 60.960 | -76 | -79 | -75 | -72 | -80 | -76 | -80 | -66 |
| N | 1723009792.148 | 144.341 | 50.852 | 60.960 | -76 | -76 | -76 | -69 | -77 | -77 | -76 | -78 |
| O | 1723009630.159 | 207.171 | 4.220 | 60.960 | -95 | -89 | -96 | -95 | -88 | -91 | -100 | -85 |
| P | 1723009908.153 | 136.699 | 7.710 | 60.960 | -83 | -84 | -75 | -72 | -78 | -82 | -79 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010117.143
- **Target RSSI fingerprint:** [-83, -76, -73, -78, -67, -73, -69, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
56.03810618896628,
9.541401863098145,
60.96
] | 16 |
44,382 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691860.142 | 180.855 | 36.228 | 51.816 | -85 | -86 | -86 | -78 | -84 | -100 | -73 | -68 |
| B | 1723691734.209 | 208.026 | 68.528 | 51.816 | -73 | -80 | -83 | -79 | -76 | -76 | -79 | -78 |
| C | 1723691319.154 | 181.704 | 72.416 | 51.816 | -100 | -77 | -100 | -80 | -74 | -100 | -83 | -75 |
| D | 1723691295.136 | 123.117 | 71.726 | 51.816 | -84 | -80 | -82 | -84 | -76 | -73 | -79 | -78 |
| E | 1723691899.165 | 45.851 | 51.834 | 51.816 | -100 | -100 | -79 | -77 | -80 | -72 | -76 | -79 |
| F | 1723691306.130 | 159.628 | 107.689 | 51.816 | -76 | -79 | -78 | -80 | -76 | -72 | -77 | -76 |
| G | 1723691541.144 | 226.706 | 90.902 | 51.816 | -70 | -81 | -83 | -76 | -80 | -75 | -79 | -83 |
| H | 1723691411.131 | 155.383 | 56.386 | 51.816 | -100 | -80 | -82 | -80 | -77 | -76 | -77 | -77 |
| I | 1723691735.177 | 210.573 | 72.363 | 51.816 | -74 | -100 | -79 | -79 | -77 | -76 | -80 | -81 |
| J | 1723691757.166 | 208.026 | 135.146 | 51.816 | -69 | -83 | -85 | -75 | -79 | -72 | -83 | -81 |
| K | 1723691414.146 | 167.270 | 66.140 | 51.816 | -81 | -82 | -85 | -77 | -78 | -76 | -77 | -76 |
| L | 1723691842.157 | 230.951 | 92.521 | 51.816 | -84 | -78 | -83 | -100 | -73 | -100 | -82 | -76 |
| M | 1723691258.132 | 105.287 | 37.157 | 51.816 | -100 | -81 | -79 | -74 | -100 | -78 | -76 | -82 |
| N | 1723691423.140 | 199.535 | 95.414 | 51.816 | -71 | -79 | -82 | -80 | -73 | -73 | -78 | -78 |
| O | 1723691286.149 | 124.816 | 58.429 | 51.816 | -100 | -80 | -84 | -70 | -83 | -76 | -69 | -80 |
| P | 1723691305.150 | 158.779 | 107.225 | 51.816 | -78 | -76 | -77 | -80 | -80 | -71 | -75 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691368.128
- **Target RSSI fingerprint:** [-79, -100, -87, -82, -81, -79, -79, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
194.4406735556635,
129.33310508728027,
51.816
] | 16 |
9,858 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828551.149 | 32.264 | 84.028 | 42.672 | -89 | -95 | -81 | -82 | -86 | -72 | -71 | -77 |
| B | 1722828491.153 | 74.718 | 53.652 | 42.672 | -85 | -88 | -92 | -87 | -80 | -84 | -78 | -79 |
| C | 1722828719.204 | 122.265 | 69.139 | 42.672 | -85 | -95 | -97 | -83 | -84 | -84 | -79 | -78 |
| D | 1722828475.162 | 29.717 | 85.461 | 42.672 | -90 | -87 | -82 | -87 | -82 | -87 | -84 | -80 |
| E | 1722828916.150 | 115.473 | 76.119 | 42.672 | -84 | -94 | -93 | -81 | -83 | -81 | -83 | -77 |
| F | 1722828607.162 | 106.133 | 88.925 | 42.672 | -84 | -78 | -87 | -83 | -87 | -79 | -72 | -76 |
| G | 1722828460.149 | 1.698 | 54.156 | 42.672 | -89 | -85 | -81 | -77 | -73 | -78 | -81 | -76 |
| H | 1722829023.164 | 95.944 | 28.200 | 42.672 | -93 | -92 | -81 | -74 | -84 | -76 | -63 | -76 |
| I | 1722828743.149 | 56.038 | 103.005 | 42.672 | -84 | -86 | -79 | -84 | -81 | -80 | -80 | -77 |
| J | 1722828849.151 | 19.528 | 41.284 | 42.672 | -88 | -86 | -88 | -85 | -72 | -93 | -86 | -76 |
| K | 1722828583.167 | 34.812 | 43.368 | 42.672 | -84 | -81 | -86 | -86 | -81 | -89 | -88 | -75 |
| L | 1722828992.149 | 90.001 | 88.673 | 42.672 | -90 | -93 | -85 | -83 | -93 | -79 | -79 | -74 |
| M | 1722828328.179 | 69.623 | 0.876 | 42.672 | -100 | -94 | -96 | -87 | -90 | -89 | -91 | -96 |
| N | 1722828751.139 | 25.472 | 75.336 | 42.672 | -92 | -91 | -84 | -84 | -86 | -78 | -76 | -80 |
| O | 1722828987.181 | 66.227 | 71.567 | 42.672 | -88 | -82 | -85 | -80 | -73 | -75 | -79 | -75 |
| P | 1722828498.166 | 97.642 | 34.330 | 42.672 | -93 | -79 | -79 | -89 | -89 | -89 | -82 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828670.141
- **Target RSSI fingerprint:** [-91, -81, -83, -89, -77, -79, -88, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
21.226564048780492,
78.25541973114014,
42.672000000000004
] | 16 |
6,290 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006759.158 | 90.850 | 20.927 | 42.672 | -86 | -86 | -91 | -89 | -81 | -79 | -80 | -78 |
| B | 1723006543.137 | 75.567 | 58.018 | 42.672 | -88 | -85 | -90 | -89 | -85 | -80 | -81 | -76 |
| C | 1723006284.150 | 155.378 | 9.873 | 42.672 | -85 | -81 | -80 | -83 | -72 | -71 | -74 | -75 |
| D | 1723006964.149 | 201.228 | 13.032 | 42.672 | -82 | -82 | -86 | -86 | -73 | -71 | -64 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006903.160
- **Target RSSI fingerprint:** [-82, -87, -83, -78, -100, -88, -82, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
2.5471866410303567,
77.0080041885376,
42.672000000000004
] | 4 |
24,297 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937843.165 | 92.548 | 47.243 | 30.480 | -82 | -76 | -77 | -64 | -73 | -72 | -70 | -75 |
| B | 1725937900.159 | 5.943 | 55.842 | 30.480 | -69 | -67 | -63 | -100 | -58 | -64 | -48 | -59 |
| C | 1725937707.164 | 50.944 | 96.250 | 30.480 | -75 | -79 | -75 | -74 | -69 | -70 | -67 | -70 |
| D | 1725937799.152 | 50.095 | 14.279 | 30.480 | -80 | -79 | -79 | -73 | -76 | -100 | -73 | -67 |
| E | 1725937596.134 | 96.794 | 13.151 | 30.480 | -84 | -84 | -89 | -80 | -83 | -65 | -83 | -73 |
| F | 1725937704.162 | 39.906 | 105.791 | 30.480 | -79 | -81 | -73 | -74 | -69 | -73 | -58 | -70 |
| G | 1725938352.141 | 33.963 | 6.914 | 30.480 | -91 | -92 | -84 | -89 | -81 | -100 | -78 | -88 |
| H | 1725937872.177 | 51.793 | 12.050 | 30.480 | -84 | -82 | -83 | -79 | -81 | -77 | -79 | -71 |
| I | 1725937609.142 | 97.643 | 37.781 | 30.480 | -80 | -87 | -84 | -76 | -84 | -61 | -81 | -72 |
| J | 1725937844.178 | 89.152 | 50.653 | 30.480 | -85 | -78 | -82 | -65 | -73 | -73 | -69 | -71 |
| K | 1725937765.154 | 14.434 | 61.760 | 30.480 | -70 | -66 | -64 | -67 | -58 | -60 | -50 | -60 |
| L | 1725938047.136 | 97.643 | 13.536 | 30.480 | -86 | -86 | -87 | -80 | -88 | -75 | -83 | -75 |
| M | 1725937760.147 | 36.510 | 49.817 | 30.480 | -69 | -75 | -73 | -77 | -82 | -62 | -83 | -70 |
| N | 1725937831.133 | 97.643 | 24.630 | 30.480 | -86 | -83 | -85 | -73 | -81 | -62 | -79 | -74 |
| O | 1725937779.164 | 4.245 | 32.950 | 30.480 | -64 | -65 | -65 | -100 | -68 | -75 | -63 | -54 |
| P | 1725937256.159 | 49.246 | 7.684 | 30.480 | -93 | -89 | -92 | -82 | -92 | -100 | -92 | -85 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937584.139
- **Target RSSI fingerprint:** [-86, -81, -85, -77, -85, -100, -83, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
81.51052863068503,
8.22763442993164,
30.48
] | 16 |
13,261 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008297.131 | 147.737 | 34.490 | 51.816 | -85 | -84 | -85 | -87 | -83 | -85 | -77 | -76 |
| B | 1723008509.152 | 154.529 | 10.125 | 51.816 | -84 | -86 | -82 | -76 | -86 | -84 | -75 | -64 |
| C | 1723008040.161 | 60.283 | 7.962 | 51.816 | -80 | -86 | -87 | -80 | -74 | -79 | -78 | -78 |
| D | 1723008024.157 | 28.019 | 37.104 | 51.816 | -71 | -83 | -80 | -74 | -72 | -67 | -66 | -75 |
| E | 1723008181.142 | 151.982 | 5.919 | 51.816 | -78 | -74 | -77 | -85 | -87 | -70 | -79 | -67 |
| F | 1723008051.152 | 112.925 | 9.024 | 51.816 | -87 | -84 | -87 | -74 | -79 | -80 | -82 | -76 |
| G | 1723008082.148 | 131.605 | 42.956 | 51.816 | -79 | -74 | -81 | -88 | -85 | -79 | -82 | -78 |
| H | 1723008094.157 | 71.321 | 41.032 | 51.816 | -87 | -85 | -77 | -79 | -75 | -75 | -74 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008574.181
- **Target RSSI fingerprint:** [-88, -88, -83, -81, -81, -86, -83, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
9.33968431147096,
83.7891674041748,
51.816
] | 8 |
43,799 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696456.132 | 50.096 | 64.255 | 42.672 | -100 | -75 | -73 | -80 | -72 | -71 | -72 | -72 |
| B | 1723696893.146 | 32.265 | 16.681 | 42.672 | -72 | -79 | -82 | -80 | -84 | -77 | -81 | -76 |
| C | 1723696864.204 | 62.832 | 60.712 | 42.672 | -76 | -79 | -76 | -74 | -72 | -63 | -70 | -70 |
| D | 1723696439.141 | 26.322 | 30.482 | 42.672 | -77 | -79 | -77 | -89 | -73 | -67 | -69 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696477.135
- **Target RSSI fingerprint:** [-100, -75, -81, -74, -76, -100, -79, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
110.38115929506544,
75.33593654632568,
42.672000000000004
] | 4 |
14,283 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008099.155 | 45.849 | 40.767 | 51.816 | -81 | -74 | -100 | -73 | -75 | -83 | -71 | -67 |
| B | 1723008182.141 | 146.039 | 5.507 | 51.816 | -75 | -85 | -86 | -70 | -77 | -81 | -69 | -83 |
| C | 1723008550.156 | 38.208 | 39.400 | 51.816 | -79 | -71 | -100 | -76 | -74 | -81 | -69 | -62 |
| D | 1723008338.156 | 15.283 | 55.974 | 51.816 | -74 | -74 | -77 | -77 | -65 | -76 | -77 | -77 |
| E | 1723008590.157 | 85.755 | 87.332 | 51.816 | -88 | -84 | -72 | -87 | -83 | -75 | -77 | -66 |
| F | 1723008611.133 | 144.341 | 74.102 | 51.816 | -83 | -77 | -69 | -87 | -83 | -77 | -81 | -82 |
| G | 1723008591.148 | 90.001 | 87.651 | 51.816 | -88 | -85 | -69 | -90 | -85 | -75 | -77 | -73 |
| H | 1723008369.155 | 99.340 | 88.540 | 51.816 | -86 | -81 | -68 | -84 | -81 | -74 | -74 | -64 |
| I | 1723008354.144 | 25.472 | 84.984 | 51.816 | -88 | -81 | -68 | -83 | -76 | -71 | -79 | -72 |
| J | 1723008271.143 | 87.453 | 8.347 | 51.816 | -82 | -81 | -74 | -83 | -72 | -72 | -69 | -75 |
| K | 1723007940.158 | 148.586 | 43.686 | 51.816 | -78 | -84 | -69 | -77 | -80 | -74 | -72 | -67 |
| L | 1723008169.152 | 154.529 | 26.262 | 51.816 | -85 | -84 | -69 | -77 | -83 | -73 | -76 | -70 |
| M | 1723008097.156 | 56.038 | 40.806 | 51.816 | -81 | -79 | -100 | -74 | -74 | -83 | -79 | -80 |
| N | 1723008022.147 | 23.774 | 45.916 | 51.816 | -67 | -83 | -76 | -67 | -71 | -75 | -77 | -65 |
| O | 1723008310.139 | 117.171 | 42.903 | 51.816 | -76 | -82 | -89 | -78 | -83 | -84 | -72 | -76 |
| P | 1723008147.167 | 116.322 | 89.787 | 51.816 | -86 | -85 | -69 | -87 | -85 | -75 | -100 | -60 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723007962.153
- **Target RSSI fingerprint:** [-81, -88, -91, -73, -88, -87, -79, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
118.01964720858759,
0.7564115524291992,
51.816
] | 16 |
25,003 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725942934.168 | 101.039 | 13.934 | 60.960 | -78 | -73 | -76 | -73 | -78 | -74 | -71 | -68 |
| B | 1725943215.166 | 15.283 | 98.347 | 60.960 | -82 | -82 | -78 | -74 | -77 | -73 | -78 | -73 |
| C | 1725943390.163 | 21.227 | 13.629 | 60.960 | -79 | -76 | -75 | -75 | -70 | -75 | -74 | -72 |
| D | 1725943280.157 | 29.717 | 50.096 | 60.960 | -74 | -80 | -73 | -74 | -76 | -71 | -71 | -71 |
| E | 1725943292.167 | 6.793 | 52.776 | 60.960 | -75 | -79 | -73 | -76 | -74 | -71 | -69 | -66 |
| F | 1725943167.148 | 61.133 | 52.989 | 60.960 | -78 | -74 | -74 | -74 | -77 | -68 | -77 | -61 |
| G | 1725943334.154 | 100.190 | 4.605 | 60.960 | -77 | -77 | -72 | -76 | -69 | -80 | -75 | -71 |
| H | 1725943475.177 | 61.982 | 38.471 | 60.960 | -73 | -73 | -71 | -75 | -74 | -72 | -77 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943066.140
- **Target RSSI fingerprint:** [-76, -77, -76, -76, -72, -78, -76, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
92.54841114901706,
22.38712787628174,
60.96
] | 8 |
12,103 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828597.178 | 95.944 | 89.694 | 42.672 | -87 | -82 | -87 | -85 | -83 | -77 | -74 | -80 |
| B | 1722828975.145 | 22.076 | 47.203 | 42.672 | -95 | -89 | -91 | -98 | -81 | -86 | -87 | -91 |
| C | 1722829031.152 | 71.321 | 9.090 | 42.672 | -96 | -97 | -92 | -91 | -78 | -77 | -88 | -84 |
| D | 1722829006.166 | 122.265 | 70.877 | 42.672 | -87 | -76 | -89 | -82 | -83 | -80 | -81 | -73 |
| E | 1722828335.164 | 68.774 | 3.185 | 42.672 | -90 | -87 | -89 | -89 | -79 | -86 | -85 | -77 |
| F | 1722828587.172 | 54.340 | 56.903 | 42.672 | -80 | -87 | -74 | -80 | -78 | -86 | -72 | -75 |
| G | 1722828628.141 | 90.850 | 26.116 | 42.672 | -84 | -96 | -91 | -80 | -79 | -79 | -76 | -66 |
| H | 1722829025.144 | 87.453 | 21.657 | 42.672 | -87 | -97 | -88 | -81 | -79 | -81 | -78 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828821.161
- **Target RSSI fingerprint:** [-90, -91, -87, -81, -78, -80, -79, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
115.47250842536587,
41.20452404022217,
42.672000000000004
] | 8 |
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