id int64 0 45k | prompt stringlengths 1.45k 2.69k | ground_truth listlengths 3 3 | known_count int64 4 16 |
|---|---|---|---|
43,586 | **[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 | 1724127152.124 | 140.948 | 44.947 | 42.672 | -84 | -71 | -82 | -84 | -75 | -100 | -81 | -74 |
| B | 1724126893.137 | 114.627 | 92.574 | 42.672 | -100 | -81 | -86 | -69 | -83 | -100 | -87 | -82 |
| C | 1724126719.122 | 99.343 | 89.894 | 42.672 | -100 | -85 | -87 | -86 | -91 | -87 | -88 | -85 |
| D | 1724126914.147 | 50.096 | 63.738 | 42.672 | -100 | -86 | -86 | -78 | -85 | -64 | -83 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126867.144
- **Target RSSI fingerprint:** [-81, -91, -86, -94, -86, -90, -86, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
99.34306289156208,
22.93121337890625,
42.672000000000004
] | 4 |
9,894 | **[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 | 1722841351.158 | 11.887 | 124.131 | 60.960 | -81 | -79 | -68 | -81 | -72 | -72 | -72 | -72 |
| B | 1722840579.130 | 2.547 | 0.332 | 60.960 | -100 | -82 | -91 | -75 | -97 | -92 | -100 | -94 |
| C | 1722841373.251 | 49.246 | 98.997 | 60.960 | -86 | -86 | -74 | -87 | -83 | -72 | -73 | -74 |
| D | 1722840980.155 | 112.076 | 152.662 | 60.960 | -83 | -73 | -89 | -78 | -71 | -79 | -71 | -70 |
| E | 1722841260.143 | 45.849 | 156.697 | 60.960 | -82 | -86 | -78 | -87 | -85 | -77 | -75 | -78 |
| F | 1722840874.157 | 101.038 | 90.398 | 60.960 | -76 | -84 | -77 | -71 | -70 | -76 | -69 | -68 |
| G | 1722840933.185 | 33.963 | 143.758 | 60.960 | -75 | -78 | -74 | -84 | -80 | -72 | -74 | -77 |
| H | 1722841237.155 | 38.208 | 95.069 | 60.960 | -82 | -73 | -76 | -81 | -80 | -83 | -79 | -69 |
| I | 1722841217.162 | 90.850 | 78.693 | 60.960 | -74 | -78 | -82 | -69 | -83 | -71 | -77 | -79 |
| J | 1722841071.156 | 76.416 | 121.796 | 60.960 | -75 | -81 | -73 | -75 | -68 | -72 | -67 | -64 |
| K | 1722840618.176 | 2.547 | 3.596 | 60.960 | -100 | -80 | -95 | -82 | -88 | -90 | -100 | -84 |
| L | 1722840912.164 | 90.001 | 192.659 | 60.960 | -74 | -86 | -88 | -82 | -77 | -80 | -75 | -74 |
| M | 1722841176.177 | 79.812 | 124.025 | 60.960 | -100 | -100 | -80 | -100 | -76 | -72 | -73 | -70 |
| N | 1722841449.172 | 18.679 | 16.747 | 60.960 | -77 | -84 | -71 | -69 | -84 | -73 | -81 | -84 |
| O | 1722840920.171 | 82.359 | 186.754 | 60.960 | -71 | -84 | -89 | -75 | -78 | -74 | -73 | -77 |
| P | 1722841377.168 | 65.378 | 112.241 | 60.960 | -83 | -78 | -74 | -81 | -78 | -69 | -72 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722840904.144
- **Target RSSI fingerprint:** [-83, -77, -88, -76, -71, -79, -71, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
108.68000655400412,
160.38578987121582,
60.96
] | 16 |
16,169 | **[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 | 1722828880.142 | 47.548 | 78.282 | 42.672 | -81 | -100 | -85 | -85 | -83 | -79 | -80 | -77 |
| B | 1722829022.147 | 100.189 | 31.676 | 42.672 | -95 | -100 | -100 | -77 | -81 | -63 | -87 | -77 |
| C | 1722828485.140 | 50.095 | 72.257 | 42.672 | -83 | -86 | -89 | -86 | -82 | -76 | -81 | -76 |
| D | 1722828477.226 | 30.566 | 86.762 | 42.672 | -81 | -88 | -87 | -82 | -81 | -88 | -76 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828980.169
- **Target RSSI fingerprint:** [-92, -85, -78, -79, -85, -81, -79, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
28.86812710634147,
47.73355007171631,
42.672000000000004
] | 4 |
7,924 | **[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 | 1722839314.160 | 124.812 | 136.818 | 51.816 | -83 | -86 | -89 | -78 | -90 | -69 | -81 | -69 |
| B | 1722839233.156 | 103.586 | 176.071 | 51.816 | -78 | -86 | -84 | -79 | -90 | -78 | -79 | -75 |
| C | 1722839172.161 | 35.661 | 146.983 | 51.816 | -88 | -88 | -87 | -86 | -69 | -73 | -67 | -84 |
| D | 1722838978.149 | 53.491 | 154.029 | 51.816 | -76 | -85 | -81 | -74 | -68 | -73 | -64 | -71 |
| E | 1722838548.172 | 3.396 | 6.264 | 51.816 | -91 | -75 | -79 | -88 | -96 | -89 | -100 | -80 |
| F | 1722838856.153 | 15.283 | 126.241 | 51.816 | -76 | -79 | -78 | -72 | -72 | -86 | -75 | -71 |
| G | 1722839125.156 | 118.020 | 101.200 | 51.816 | -88 | -79 | -75 | -87 | -91 | -72 | -82 | -85 |
| H | 1722838849.190 | 33.113 | 141.913 | 51.816 | -77 | -86 | -81 | -75 | -72 | -85 | -72 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839046.210
- **Target RSSI fingerprint:** [-79, -84, -85, -83, -85, -74, -76, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
66.22687933576334,
169.90065097808838,
51.816
] | 8 |
16,866 | **[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 | 1722838785.183 | 94.246 | 103.602 | 51.816 | -83 | -79 | -72 | -85 | -86 | -75 | -65 | -69 |
| B | 1722839019.160 | 126.510 | 136.579 | 51.816 | -81 | -85 | -85 | -80 | -80 | -77 | -81 | -72 |
| C | 1722839279.174 | 44.151 | 92.840 | 51.816 | -87 | -79 | -68 | -75 | -77 | -84 | -70 | -68 |
| D | 1722838909.168 | 137.548 | 119.752 | 51.816 | -76 | -77 | -86 | -75 | -75 | -72 | -81 | -72 |
| E | 1722838859.163 | 15.283 | 125.989 | 51.816 | -92 | -87 | -76 | -85 | -80 | -86 | -81 | -78 |
| F | 1722839248.161 | 72.170 | 175.779 | 51.816 | -86 | -79 | -86 | -80 | -84 | -84 | -79 | -74 |
| G | 1722838820.147 | 108.680 | 163.664 | 51.816 | -79 | -80 | -92 | -78 | -71 | -78 | -84 | -73 |
| H | 1722838818.167 | 113.774 | 155.064 | 51.816 | -77 | -81 | -89 | -71 | -69 | -77 | -82 | -71 |
| I | 1722838883.172 | 74.718 | 119.500 | 51.816 | -84 | -91 | -74 | -85 | -83 | -77 | -68 | -76 |
| J | 1722839038.153 | 92.548 | 193.774 | 51.816 | -89 | -91 | -89 | -86 | -86 | -85 | -82 | -82 |
| K | 1722838907.163 | 133.303 | 126.440 | 51.816 | -73 | -80 | -93 | -70 | -85 | -70 | -83 | -73 |
| L | 1722838782.170 | 84.906 | 115.572 | 51.816 | -81 | -81 | -72 | -82 | -80 | -71 | -65 | -67 |
| M | 1722839209.166 | 123.114 | 106.468 | 51.816 | -82 | -83 | -82 | -82 | -77 | -77 | -69 | -76 |
| N | 1722839254.163 | 50.095 | 155.887 | 51.816 | -80 | -78 | -84 | -88 | -79 | -76 | -77 | -73 |
| O | 1722839031.161 | 96.793 | 187.630 | 51.816 | -79 | -81 | -91 | -85 | -86 | -77 | -85 | -74 |
| P | 1722839284.153 | 45.849 | 93.662 | 51.816 | -90 | -92 | -80 | -83 | -92 | -81 | -84 | -89 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838861.146
- **Target RSSI fingerprint:** [-85, -73, -71, -84, -68, -81, -74, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
18.67937622290761,
122.02112674713135,
51.816
] | 16 |
30,386 | **[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 | 1723691795.164 | 125.665 | 61.614 | 51.816 | -85 | -100 | -81 | -78 | -75 | -80 | -78 | -71 |
| B | 1723691452.141 | 211.422 | 67.135 | 51.816 | -79 | -100 | -86 | -80 | -84 | -77 | -74 | -77 |
| C | 1723691485.165 | 126.514 | 49.061 | 51.816 | -83 | -74 | -82 | -84 | -80 | -71 | -68 | -81 |
| D | 1723691890.155 | 88.305 | 32.924 | 51.816 | -100 | -73 | -79 | -79 | -79 | -76 | -77 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691885.175
- **Target RSSI fingerprint:** [-100, -83, -79, -83, -80, -75, -75, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
110.38116839404479,
22.426939010620117,
51.816
] | 4 |
14,343 | **[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 | 1722838809.163 | 135.001 | 120.203 | 51.816 | -72 | -84 | -81 | -81 | -81 | -90 | -79 | -80 |
| B | 1722839168.174 | 20.378 | 133.540 | 51.816 | -86 | -81 | -84 | -77 | -89 | -67 | -77 | -70 |
| C | 1722838884.162 | 78.114 | 122.618 | 51.816 | -84 | -83 | -77 | -82 | -86 | -74 | -75 | -68 |
| D | 1722839297.155 | 86.604 | 130.926 | 51.816 | -80 | -86 | -74 | -78 | -88 | -74 | -75 | -66 |
| E | 1722838955.169 | 11.887 | 125.631 | 51.816 | -91 | -86 | -85 | -81 | -86 | -79 | -80 | -85 |
| F | 1722838755.162 | 13.585 | 129.227 | 51.816 | -90 | -83 | -87 | -85 | -82 | -82 | -84 | -88 |
| G | 1722839306.168 | 113.774 | 153.764 | 51.816 | -86 | -90 | -84 | -94 | -85 | -89 | -90 | -74 |
| H | 1722838797.167 | 112.925 | 99.010 | 51.816 | -80 | -78 | -79 | -76 | -76 | -77 | -77 | -67 |
| I | 1722838714.196 | 20.378 | 20.304 | 51.816 | -78 | -75 | -70 | -81 | -80 | -76 | -77 | -100 |
| J | 1722838867.167 | 38.208 | 100.072 | 51.816 | -76 | -72 | -82 | -72 | -74 | -71 | -67 | -73 |
| K | 1722839212.175 | 135.001 | 115.572 | 51.816 | -86 | -87 | -79 | -90 | -79 | -91 | -87 | -75 |
| L | 1722838244.138 | 4.245 | 2.030 | 51.816 | -126 | -113 | -121 | -121 | -110 | -100 | -126 | -100 |
| M | 1722839151.132 | 40.755 | 90.650 | 51.816 | -86 | -81 | -87 | -78 | -72 | -81 | -70 | -84 |
| N | 1722838943.165 | 52.642 | 81.002 | 51.816 | -83 | -82 | -80 | -83 | -68 | -87 | -70 | -85 |
| O | 1722839002.156 | 111.227 | 98.771 | 51.816 | -79 | -81 | -77 | -76 | -88 | -78 | -76 | -70 |
| P | 1722839310.167 | 114.623 | 152.742 | 51.816 | -86 | -85 | -84 | -76 | -76 | -89 | -78 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839069.166
- **Target RSSI fingerprint:** [-79, -75, -83, -70, -79, -72, -68, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
26.320939223187995,
113.20959568023682,
51.816
] | 16 |
41,042 | **[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 | 1723696623.194 | 22.925 | 48.888 | 42.672 | -79 | -79 | -79 | -90 | -76 | -82 | -83 | -78 |
| B | 1723696457.146 | 54.341 | 66.312 | 42.672 | -76 | -73 | -100 | -82 | -70 | -72 | -72 | -69 |
| C | 1723696581.148 | 113.778 | 62.782 | 42.672 | -100 | -77 | -79 | -70 | -71 | -67 | -70 | -78 |
| D | 1723696475.156 | 102.739 | 82.555 | 42.672 | -100 | -82 | -100 | -81 | -77 | -78 | -70 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696244.155
- **Target RSSI fingerprint:** [-77, -100, -100, -100, -100, -100, -100, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
3.3963433629250908,
57.1820592880249,
42.672000000000004
] | 4 |
34,520 | **[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 | 1723698281.137 | 36.511 | 8.652 | 51.816 | -76 | -83 | -77 | -75 | -78 | -79 | -75 | -79 |
| B | 1723698566.146 | 5.095 | 59.040 | 51.816 | -100 | -100 | -100 | -94 | -104 | -100 | -90 | -79 |
| C | 1723698151.146 | 101.041 | 61.296 | 51.816 | -82 | -80 | -80 | -77 | -78 | -81 | -100 | -69 |
| D | 1723698184.154 | 16.982 | 46.566 | 51.816 | -77 | -84 | -73 | -74 | -72 | -72 | -63 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698279.152
- **Target RSSI fingerprint:** [-72, -78, -77, -77, -78, -75, -72, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
33.11434792603042,
17.7424955368042,
51.816
] | 4 |
32,878 | **[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 | 1723689796.172 | 210.573 | 56.771 | 42.672 | -100 | -84 | -86 | -81 | -87 | -78 | -75 | -73 |
| B | 1723690030.175 | 123.967 | 58.429 | 42.672 | -70 | -82 | -82 | -78 | -83 | -75 | -70 | -68 |
| C | 1723689881.146 | 223.310 | 76.185 | 42.672 | -100 | -100 | -85 | -83 | -88 | -89 | -85 | -92 |
| D | 1723689622.149 | 146.043 | 30.482 | 42.672 | -100 | -78 | -88 | -100 | -84 | -81 | -69 | -66 |
| E | 1723689904.190 | 207.177 | 137.481 | 42.672 | -74 | -84 | -82 | -80 | -77 | -66 | -81 | -72 |
| F | 1723689736.148 | 129.061 | 64.189 | 42.672 | -74 | -80 | -86 | -78 | -86 | -80 | -74 | -76 |
| G | 1723689801.142 | 192.742 | 37.476 | 42.672 | -100 | -84 | -87 | -86 | -84 | -84 | -81 | -75 |
| H | 1723690075.144 | 203.781 | 57.315 | 42.672 | -100 | -87 | -89 | -88 | -79 | -87 | -83 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689982.162
- **Target RSSI fingerprint:** [-85, -79, -88, -82, -79, -86, -100, -88]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
232.6495360256188,
95.65288543701172,
42.672000000000004
] | 8 |
21,259 | **[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 | 1722841246.150 | 10.189 | 125.737 | 60.960 | -77 | -87 | -74 | -82 | -72 | -80 | -74 | -82 |
| B | 1722841404.177 | 135.850 | 119.871 | 60.960 | -76 | -76 | -92 | -73 | -74 | -78 | -71 | -74 |
| C | 1722841025.146 | 65.378 | 67.082 | 60.960 | -76 | -84 | -74 | -70 | -72 | -75 | -72 | -77 |
| D | 1722841222.156 | 72.170 | 63.353 | 60.960 | -91 | -76 | -78 | -71 | -84 | -75 | -86 | -74 |
| E | 1722840961.151 | 45.000 | 94.578 | 60.960 | -89 | -86 | -87 | -83 | -88 | -83 | -88 | -84 |
| F | 1722841542.143 | 0.849 | 2.216 | 60.960 | -100 | -100 | -98 | -87 | -99 | -100 | -97 | -96 |
| G | 1722841336.186 | 63.680 | 168.985 | 60.960 | -82 | -81 | -80 | -86 | -81 | -73 | -75 | -73 |
| H | 1722840940.166 | 11.887 | 124.742 | 60.960 | -77 | -79 | -67 | -77 | -72 | -73 | -74 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841038.184
- **Target RSSI fingerprint:** [-78, -83, -74, -81, -72, -78, -71, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
18.67937612646946,
116.35467529296875,
60.96
] | 8 |
11,047 | **[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 | 1723000183.150 | 86.604 | 20.768 | 42.672 | -79 | -79 | -88 | -87 | -78 | -77 | -71 | -65 |
| B | 1722999927.148 | 113.774 | 98.771 | 42.672 | -100 | -87 | -86 | -85 | -84 | -72 | -68 | -71 |
| C | 1722999829.141 | 89.152 | 13.934 | 42.672 | -70 | -81 | -83 | -81 | -74 | -76 | -69 | -69 |
| D | 1722999643.152 | 91.699 | 47.986 | 42.672 | -84 | -76 | -82 | -79 | -91 | -84 | -86 | -66 |
| E | 1723000025.162 | 6.792 | 60.194 | 42.672 | -91 | -80 | -83 | -85 | -76 | -88 | -71 | -76 |
| F | 1723000130.165 | 6.792 | 89.641 | 42.672 | -87 | -89 | -89 | -88 | -85 | -90 | -90 | -83 |
| G | 1722999900.157 | 0.000 | 88.474 | 42.672 | -86 | -84 | -76 | -79 | -90 | -90 | -81 | -79 |
| H | 1722999516.132 | 101.887 | 12.541 | 42.672 | -74 | -80 | -85 | -81 | -87 | -82 | -82 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999707.136
- **Target RSSI fingerprint:** [-100, -80, -86, -81, -83, -70, -70, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
137.54808090466858,
97.0197343826294,
42.672000000000004
] | 8 |
31,199 | **[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 | 1724126877.135 | 139.250 | 43.686 | 42.672 | -83 | -83 | -80 | -77 | -100 | -77 | -76 | -90 |
| B | 1724126722.135 | 86.607 | 83.205 | 42.672 | -78 | -100 | -86 | -84 | -100 | -84 | -79 | -69 |
| C | 1724126917.130 | 37.360 | 57.355 | 42.672 | -80 | -82 | -86 | -85 | -70 | -83 | -85 | -64 |
| D | 1724127199.155 | 24.623 | 70.678 | 42.672 | -88 | -82 | -83 | -100 | -70 | -100 | -86 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724127085.143
- **Target RSSI fingerprint:** [-82, -90, -88, -83, -100, -84, -86, -86]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
107.83392296776397,
94.5514440536499,
42.672000000000004
] | 4 |
31,474 | **[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 | 1723693177.138 | 168.119 | 102.169 | 60.960 | -79 | -77 | -82 | -82 | -76 | -76 | -77 | -73 |
| B | 1723693441.167 | 225.008 | 88.792 | 60.960 | -78 | -75 | -83 | -70 | -79 | -76 | -82 | -83 |
| C | 1723693319.162 | 173.214 | 75.190 | 60.960 | -79 | -82 | -80 | -71 | -78 | -75 | -82 | -78 |
| D | 1723693582.178 | 146.043 | 86.457 | 60.960 | -100 | -76 | -85 | -83 | -77 | -72 | -75 | -67 |
| E | 1723693536.149 | 199.535 | 54.024 | 60.960 | -78 | -82 | -80 | -83 | -75 | -78 | -62 | -64 |
| F | 1723693423.151 | 186.799 | 79.954 | 60.960 | -80 | -78 | -82 | -78 | -77 | -78 | -67 | -66 |
| G | 1723693087.175 | 131.608 | 45.305 | 60.960 | -76 | -83 | -72 | -79 | -69 | -79 | -75 | -63 |
| H | 1723693415.139 | 155.383 | 51.954 | 60.960 | -78 | -82 | -78 | -77 | -77 | -78 | -69 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693640.135
- **Target RSSI fingerprint:** [-79, -76, -85, -69, -100, -78, -77, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
224.15867369381075,
92.01680183410645,
60.96
] | 8 |
10,498 | **[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 | 1723004507.141 | 92.548 | 46.606 | 60.960 | -77 | -84 | -74 | -86 | -83 | -78 | -76 | -65 |
| B | 1723004974.168 | 1.698 | 81.692 | 60.960 | -86 | -73 | -83 | -80 | -77 | -85 | -72 | -83 |
| C | 1723004472.152 | 88.302 | 13.098 | 60.960 | -85 | -83 | -78 | -76 | -71 | -68 | -80 | -60 |
| D | 1723004559.156 | 83.208 | 93.729 | 60.960 | -84 | -81 | -80 | -83 | -68 | -78 | -73 | -100 |
| E | 1723004798.156 | 129.057 | 63.870 | 60.960 | -100 | -83 | -83 | -77 | -71 | -84 | -66 | -58 |
| F | 1723004490.154 | 129.907 | 26.382 | 60.960 | -84 | -85 | -75 | -80 | -75 | -75 | -74 | -75 |
| G | 1723004970.146 | 6.792 | 61.880 | 60.960 | -80 | -77 | -91 | -89 | -80 | -88 | -78 | -80 |
| H | 1723004981.142 | 4.245 | 87.200 | 60.960 | -85 | -77 | -85 | -83 | -82 | -86 | -74 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723005120.139
- **Target RSSI fingerprint:** [-102, -100, -93, -96, -96, -91, -100, -93]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
78.96278600923401,
2.202882766723633,
60.96
] | 8 |
10,587 | **[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 | 1722839324.182 | 137.548 | 117.257 | 51.816 | -85 | -86 | -71 | -78 | -88 | -88 | -80 | -78 |
| B | 1722838734.149 | 60.283 | 70.917 | 51.816 | -78 | -78 | -83 | -77 | -73 | -77 | -77 | -75 |
| C | 1722839145.169 | 63.680 | 68.966 | 51.816 | -82 | -81 | -84 | -74 | -75 | -88 | -87 | -72 |
| D | 1722839087.160 | 70.472 | 113.594 | 51.816 | -86 | -76 | -75 | -78 | -85 | -70 | -67 | -73 |
| E | 1722838790.168 | 103.586 | 92.083 | 51.816 | -82 | -71 | -72 | -71 | -82 | -78 | -70 | -71 |
| F | 1722839246.177 | 79.812 | 182.401 | 51.816 | -67 | -77 | -74 | -83 | -71 | -86 | -72 | -74 |
| G | 1722838743.179 | 31.415 | 104.730 | 51.816 | -83 | -83 | -86 | -81 | -86 | -78 | -81 | -73 |
| H | 1722838717.145 | 32.264 | 31.809 | 51.816 | -84 | -77 | -77 | -83 | -74 | -70 | -77 | -78 |
| I | 1722838848.147 | 36.510 | 144.820 | 51.816 | -80 | -82 | -79 | -77 | -85 | -72 | -71 | -73 |
| J | 1722839181.156 | 50.944 | 158.276 | 51.816 | -77 | -83 | -80 | -87 | -83 | -74 | -72 | -89 |
| K | 1722838810.158 | 134.152 | 121.928 | 51.816 | -82 | -81 | -82 | -82 | -69 | -89 | -76 | -74 |
| L | 1722838953.173 | 17.830 | 118.757 | 51.816 | -88 | -86 | -89 | -77 | -88 | -77 | -82 | -77 |
| M | 1722839075.166 | 45.000 | 92.932 | 51.816 | -81 | -73 | -83 | -77 | -73 | -69 | -79 | -70 |
| N | 1722839105.170 | 118.020 | 152.609 | 51.816 | -81 | -83 | -79 | -75 | -74 | -86 | -82 | -75 |
| O | 1722839050.184 | 50.944 | 156.710 | 51.816 | -75 | -85 | -76 | -78 | -86 | -78 | -74 | -72 |
| P | 1722838971.164 | 47.548 | 158.687 | 51.816 | -87 | -86 | -79 | -91 | -77 | -70 | -66 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839132.159
- **Target RSSI fingerprint:** [-76, -72, -86, -84, -77, -87, -80, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
90.00063089219121,
79.39667224884033,
51.816
] | 16 |
43,976 | **[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 | 1723691796.150 | 127.363 | 59.000 | 51.816 | -78 | -81 | -100 | -83 | -74 | -74 | -79 | -77 |
| B | 1723691519.171 | 180.006 | 71.474 | 51.816 | -78 | -85 | -100 | -85 | -74 | -74 | -81 | -81 |
| C | 1723691287.137 | 122.268 | 62.358 | 51.816 | -79 | -80 | -76 | -84 | -84 | -80 | -69 | -71 |
| D | 1723691250.153 | 68.776 | 53.679 | 51.816 | -78 | -100 | -78 | -77 | -100 | -100 | -74 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691599.134
- **Target RSSI fingerprint:** [-75, -78, -77, -80, -79, -76, -100, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
135.004659805024,
47.64065742492676,
51.816
] | 4 |
29,890 | **[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 | 1723689662.157 | 185.101 | 68.183 | 42.672 | -86 | -100 | -86 | -100 | -84 | -72 | -78 | -81 |
| B | 1723690157.151 | 170.666 | 63.990 | 42.672 | -80 | -85 | -84 | -87 | -81 | -76 | -76 | -78 |
| C | 1723689926.156 | 144.345 | 80.896 | 42.672 | -84 | -86 | -100 | -87 | -78 | -90 | -75 | -76 |
| D | 1723690212.144 | 161.326 | 0.544 | 42.672 | -100 | -89 | -80 | -79 | -78 | -88 | -81 | -80 |
| E | 1723690221.159 | 148.590 | 5.520 | 42.672 | -100 | -85 | -87 | -93 | -88 | -85 | -74 | -69 |
| F | 1723690151.147 | 151.986 | 45.013 | 42.672 | -91 | -84 | -82 | -89 | -88 | -84 | -87 | -83 |
| G | 1723689964.147 | 193.592 | 88.221 | 42.672 | -79 | -84 | -100 | -86 | -87 | -87 | -88 | -83 |
| H | 1723689883.141 | 230.102 | 82.874 | 42.672 | -100 | -83 | -86 | -82 | -100 | -82 | -100 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689796.172
- **Target RSSI fingerprint:** [-100, -90, -84, -86, -78, -87, -73, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
210.5733026801221,
56.77067756652832,
42.672000000000004
] | 8 |
15,883 | **[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 | 1722828339.164 | 67.076 | 8.148 | 42.672 | -84 | -90 | -92 | -88 | -86 | -85 | -87 | -88 |
| B | 1722828455.151 | 16.981 | 44.190 | 42.672 | -86 | -76 | -82 | -87 | -90 | -79 | -71 | -76 |
| C | 1722828877.150 | 35.661 | 87.611 | 42.672 | -91 | -96 | -79 | -88 | -85 | -86 | -91 | -77 |
| D | 1722828649.147 | 32.264 | 26.859 | 42.672 | -85 | -76 | -89 | -86 | -89 | -82 | -71 | -75 |
| E | 1722828959.160 | 4.245 | 55.483 | 42.672 | -89 | -82 | -76 | -75 | -71 | -80 | -78 | -71 |
| F | 1722828341.157 | 66.227 | 8.878 | 42.672 | -93 | -83 | -102 | -92 | -95 | -93 | -83 | -95 |
| G | 1722828936.141 | 70.472 | 117.615 | 42.672 | -96 | -96 | -81 | -82 | -76 | -79 | -94 | -80 |
| H | 1722828688.155 | 67.925 | 62.981 | 42.672 | -89 | -94 | -92 | -88 | -86 | -78 | -79 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828571.154
- **Target RSSI fingerprint:** [-89, -80, -84, -91, -91, -88, -75, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
11.037813305365855,
48.29090595245361,
42.672000000000004
] | 8 |
4,820 | **[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 | 1722839090.150 | 81.510 | 123.348 | 51.816 | -74 | -81 | -87 | -81 | -78 | -74 | -69 | -74 |
| B | 1722838922.184 | 109.529 | 95.441 | 51.816 | -92 | -75 | -89 | -82 | -87 | -73 | -83 | -83 |
| C | 1722838837.154 | 77.265 | 179.548 | 51.816 | -86 | -86 | -82 | -82 | -85 | -82 | -77 | -74 |
| D | 1722838947.174 | 38.208 | 96.383 | 51.816 | -79 | -82 | -83 | -92 | -78 | -85 | -81 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839173.153
- **Target RSSI fingerprint:** [-70, -88, -89, -80, -92, -76, -67, -93]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
39.905940112575344,
150.39319515228271,
51.816
] | 4 |
38,913 | **[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 | 1723698405.160 | 104.438 | 33.906 | 51.816 | -79 | -76 | -77 | -100 | -77 | -72 | -74 | -68 |
| B | 1723697804.134 | 9.340 | 60.632 | 51.816 | -100 | -95 | -94 | -88 | -93 | -100 | -82 | -92 |
| C | 1723698290.148 | 44.152 | 3.769 | 51.816 | -78 | -69 | -71 | -74 | -73 | -75 | -100 | -69 |
| D | 1723698337.132 | 56.889 | 39.453 | 51.816 | -77 | -76 | -75 | -100 | -77 | -79 | -75 | -64 |
| E | 1723698378.160 | 93.399 | 88.925 | 51.816 | -78 | -83 | -83 | -75 | -75 | -72 | -77 | -70 |
| F | 1723698440.154 | 23.774 | 52.524 | 51.816 | -77 | -77 | -81 | -83 | -80 | -79 | -76 | -66 |
| G | 1723698120.153 | 73.021 | 19.348 | 51.816 | -100 | -73 | -80 | -72 | -74 | -78 | -72 | -70 |
| H | 1723698202.151 | 94.249 | 87.903 | 51.816 | -78 | -84 | -80 | -73 | -77 | -73 | -76 | -69 |
| I | 1723698372.152 | 67.927 | 75.920 | 51.816 | -100 | -81 | -82 | -73 | -76 | -74 | -75 | -70 |
| J | 1723697996.148 | 28.869 | 26.780 | 51.816 | -80 | -80 | -80 | -83 | -80 | -81 | -75 | -68 |
| K | 1723698011.141 | 26.322 | 55.523 | 51.816 | -77 | -75 | -79 | -76 | -76 | -76 | -74 | -73 |
| L | 1723698327.139 | 102.739 | 61.840 | 51.816 | -79 | -83 | -74 | -80 | -77 | -71 | -78 | -69 |
| M | 1723698038.153 | 111.230 | 70.187 | 51.816 | -78 | -100 | -75 | -76 | -85 | -72 | -78 | -80 |
| N | 1723698205.156 | 101.041 | 91.486 | 51.816 | -73 | -100 | -100 | -69 | -74 | -70 | -72 | -69 |
| O | 1723698204.167 | 101.041 | 91.101 | 51.816 | -74 | -83 | -79 | -71 | -75 | -71 | -75 | -71 |
| P | 1723698179.153 | 17.831 | 44.642 | 51.816 | -86 | -73 | -78 | -74 | -74 | -100 | -75 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723697950.141
- **Target RSSI fingerprint:** [-76, -65, -77, -71, -73, -70, -73, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
92.55035702403374,
31.68966293334961,
51.816
] | 16 |
38,777 | **[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 | 1723697793.160 | 0.849 | 60.566 | 51.816 | -97 | -86 | -100 | -100 | -92 | -100 | -87 | -86 |
| B | 1723697924.160 | 25.473 | 34.171 | 51.816 | -73 | -74 | -71 | -100 | -73 | -79 | -71 | -71 |
| C | 1723698040.137 | 116.325 | 60.009 | 51.816 | -86 | -100 | -83 | -73 | -78 | -75 | -79 | -79 |
| D | 1723698250.354 | 59.436 | 63.844 | 51.816 | -81 | -82 | -76 | -75 | -69 | -75 | -76 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698264.132
- **Target RSSI fingerprint:** [-100, -82, -78, -78, -75, -78, -83, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
26.3216611719729,
51.741204261779785,
51.816
] | 4 |
40,885 | **[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 | 1724128725.130 | 59.436 | 36.613 | 51.816 | -78 | -100 | -78 | -76 | -80 | -77 | -67 | -69 |
| B | 1724128981.183 | 25.473 | 67.891 | 51.816 | -70 | -82 | -83 | -82 | -79 | -79 | -64 | -85 |
| C | 1724128807.141 | 64.531 | 73.929 | 51.816 | -82 | -88 | -81 | -79 | -100 | -80 | -67 | -73 |
| D | 1724128974.124 | 39.058 | 36.016 | 51.816 | -71 | -78 | -100 | -83 | -77 | -80 | -65 | -74 |
| E | 1724128603.134 | 45.002 | 21.246 | 51.816 | -74 | -67 | -83 | -72 | -74 | -83 | -66 | -77 |
| F | 1724128930.143 | 130.759 | 68.608 | 51.816 | -100 | -80 | -81 | -100 | -73 | -71 | -100 | -69 |
| G | 1724128991.161 | 6.793 | 111.524 | 51.816 | -70 | -79 | -82 | -82 | -81 | -83 | -66 | -81 |
| H | 1724128399.136 | 33.963 | 45.969 | 51.816 | -100 | -81 | -100 | -100 | -100 | -70 | -81 | -57 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128699.118
- **Target RSSI fingerprint:** [-100, -83, -79, -78, -76, -76, -64, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
46.699730212040166,
65.07793426513672,
51.816
] | 8 |
37,530 | **[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 | 1723693102.155 | 142.646 | 80.206 | 60.960 | -79 | -77 | -76 | -82 | -82 | -77 | -76 | -66 |
| B | 1723693696.146 | 63.681 | 40.382 | 60.960 | -80 | -100 | -81 | -81 | -79 | -69 | -77 | -71 |
| C | 1723693681.135 | 132.457 | 8.161 | 60.960 | -79 | -77 | -81 | -81 | -81 | -73 | -74 | -77 |
| D | 1723693521.141 | 177.459 | 61.654 | 60.960 | -78 | -80 | -73 | -70 | -84 | -75 | -79 | -82 |
| E | 1723693513.147 | 160.477 | 95.666 | 60.960 | -79 | -76 | -100 | -79 | -77 | -75 | -76 | -66 |
| F | 1723693688.147 | 100.192 | 23.024 | 60.960 | -100 | -83 | -82 | -80 | -79 | -72 | -73 | -70 |
| G | 1723693060.141 | 106.985 | 25.280 | 60.960 | -77 | -74 | -78 | -82 | -79 | -80 | -76 | -73 |
| H | 1723693607.143 | 132.457 | 32.313 | 60.960 | -81 | -75 | -78 | -77 | -100 | -83 | -78 | -74 |
| I | 1723693551.178 | 224.159 | 87.226 | 60.960 | -80 | -83 | -100 | -81 | -82 | -83 | -78 | -80 |
| J | 1723693044.161 | 33.114 | 60.486 | 60.960 | -79 | -100 | -76 | -100 | -80 | -82 | -75 | -77 |
| K | 1723693236.169 | 217.366 | 105.208 | 60.960 | -82 | -82 | -100 | -82 | -83 | -82 | -78 | -84 |
| L | 1723693616.155 | 158.779 | 57.408 | 60.960 | -76 | -100 | -74 | -100 | -74 | -74 | -73 | -62 |
| M | 1723693413.150 | 147.741 | 44.283 | 60.960 | -100 | -72 | -74 | -78 | -73 | -78 | -76 | -61 |
| N | 1723693381.178 | 154.534 | 92.521 | 60.960 | -77 | -78 | -100 | -82 | -84 | -74 | -76 | -68 |
| O | 1723693452.135 | 218.215 | 68.104 | 60.960 | -100 | -80 | -80 | -84 | -78 | -78 | -75 | -79 |
| P | 1723693700.166 | 45.851 | 49.061 | 60.960 | -100 | -100 | -79 | -81 | -79 | -68 | -78 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693322.165
- **Target RSSI fingerprint:** [-79, -78, -73, -71, -83, -75, -79, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
180.00620766321168,
60.83141326904297,
60.96
] | 16 |
35,252 | **[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 | 1724128923.123 | 123.967 | 72.045 | 51.816 | -71 | -87 | -78 | -75 | -100 | -78 | -80 | -68 |
| B | 1724128808.160 | 68.776 | 76.013 | 51.816 | -78 | -100 | -83 | -80 | -82 | -81 | -67 | -71 |
| C | 1724128698.191 | 51.794 | 67.414 | 51.816 | -100 | -83 | -80 | -76 | -77 | -78 | -65 | -70 |
| D | 1724128690.137 | 87.456 | 85.275 | 51.816 | -100 | -83 | -82 | -80 | -66 | -81 | -63 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128935.125
- **Target RSSI fingerprint:** [-64, -81, -80, -87, -76, -79, -100, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
141.79736264383106,
46.817893981933594,
51.816
] | 4 |
19,456 | **[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 | 1723006488.160 | 133.303 | 91.486 | 42.672 | -90 | -84 | -79 | -88 | -76 | -78 | -83 | -73 |
| B | 1723006395.154 | 155.378 | 6.622 | 42.672 | -84 | -82 | -77 | -87 | -79 | -80 | -75 | -72 |
| C | 1723006414.136 | 142.642 | 39.254 | 42.672 | -83 | -84 | -87 | -77 | -79 | -78 | -86 | -89 |
| D | 1723006729.147 | 151.133 | 26.660 | 42.672 | -85 | -100 | -77 | -84 | -75 | -68 | -74 | -71 |
| E | 1723006854.157 | 152.831 | 18.924 | 42.672 | -91 | -82 | -86 | -87 | -83 | -81 | -86 | -86 |
| F | 1723006501.163 | 147.737 | 42.067 | 42.672 | -74 | -73 | -76 | -70 | -81 | -73 | -70 | -67 |
| G | 1723006250.134 | 177.454 | 39.241 | 42.672 | -81 | -83 | -100 | -78 | -85 | -80 | -82 | -77 |
| H | 1723006821.154 | 47.547 | 9.103 | 42.672 | -91 | -86 | -100 | -90 | -84 | -81 | -75 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006627.164
- **Target RSSI fingerprint:** [-88, -83, -82, -88, -84, -82, -86, -84]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
156.22744731652855,
9.96605396270752,
42.672000000000004
] | 8 |
36,384 | **[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 | 1723693617.165 | 163.024 | 61.243 | 60.960 | -76 | -73 | -75 | -75 | -74 | -79 | -66 | -62 |
| B | 1723693443.163 | 228.404 | 82.834 | 60.960 | -78 | -100 | -83 | -100 | -72 | -72 | -84 | -83 |
| C | 1723693061.132 | 111.230 | 23.077 | 60.960 | -78 | -71 | -75 | -100 | -82 | -74 | -100 | -72 |
| D | 1723693126.167 | 186.799 | 44.575 | 60.960 | -100 | -100 | -82 | -72 | -80 | -83 | -80 | -80 |
| E | 1723693798.150 | 5.944 | 68.223 | 60.960 | -95 | -99 | -103 | -102 | -94 | -100 | -101 | -91 |
| F | 1723693197.158 | 119.721 | 58.376 | 60.960 | -78 | -77 | -73 | -83 | -75 | -79 | -83 | -83 |
| G | 1723693426.156 | 198.686 | 90.199 | 60.960 | -75 | -76 | -79 | -79 | -76 | -70 | -66 | -67 |
| H | 1723693654.152 | 207.177 | 59.133 | 60.960 | -82 | -72 | -77 | -73 | -77 | -75 | -75 | -78 |
| I | 1723693502.125 | 139.250 | 80.989 | 60.960 | -76 | -75 | -75 | -76 | -80 | -74 | -72 | -65 |
| J | 1723693679.145 | 140.948 | 4.247 | 60.960 | -84 | -74 | -80 | -74 | -82 | -100 | -88 | -78 |
| K | 1723693638.153 | 219.913 | 101.505 | 60.960 | -81 | -77 | -83 | -78 | -72 | -74 | -79 | -81 |
| L | 1723693268.158 | 153.685 | 7.577 | 60.960 | -83 | -76 | -77 | -71 | -83 | -84 | -81 | -77 |
| M | 1723693545.150 | 226.706 | 80.883 | 60.960 | -79 | -74 | -74 | -80 | -79 | -69 | -63 | -69 |
| N | 1723693267.156 | 157.930 | 11.028 | 60.960 | -84 | -78 | -79 | -72 | -81 | -83 | -81 | -77 |
| O | 1723693390.155 | 119.721 | 64.176 | 60.960 | -80 | -79 | -77 | -71 | -76 | -80 | -80 | -68 |
| P | 1723692892.161 | 8.491 | 67.719 | 60.960 | -95 | -91 | -100 | -100 | -95 | -100 | -82 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693040.131
- **Target RSSI fingerprint:** [-72, -100, -100, -84, -100, -74, -83, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
16.981717704076573,
68.48842144012451,
60.96
] | 16 |
7,972 | **[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 | 1722999528.150 | 78.963 | 18.366 | 42.672 | -83 | -88 | -75 | -81 | -81 | -86 | -71 | -66 |
| B | 1722999494.140 | 140.095 | 58.668 | 42.672 | -85 | -82 | -87 | -76 | -76 | -78 | -75 | -69 |
| C | 1722999696.137 | 86.604 | 95.069 | 42.672 | -83 | -91 | -84 | -89 | -90 | -77 | -68 | -70 |
| D | 1722999544.148 | 67.076 | 90.398 | 42.672 | -84 | -86 | -84 | -84 | -76 | -87 | -70 | -73 |
| E | 1722999820.181 | 40.755 | 12.501 | 42.672 | -83 | -87 | -74 | -88 | -86 | -81 | -71 | -75 |
| F | 1722999627.149 | 137.548 | 47.163 | 42.672 | -84 | -75 | -78 | -75 | -71 | -74 | -69 | -100 |
| G | 1723000087.157 | 118.020 | 50.069 | 42.672 | -89 | -87 | -89 | -80 | -75 | -81 | -86 | -72 |
| H | 1723000059.144 | 112.076 | 15.792 | 42.672 | -83 | -75 | -78 | -83 | -83 | -75 | -70 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999941.126
- **Target RSSI fingerprint:** [-84, -82, -88, -88, -89, -79, -73, -60]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
136.69901867686198,
81.41376972198486,
42.672000000000004
] | 8 |
19,270 | **[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 | 1731994502.228 | 56.038 | 58.642 | 51.816 | -82 | -92 | -78 | -79 | -82 | -78 | -73 | -66 |
| B | 1731994455.207 | 62.831 | 16.017 | 51.816 | -82 | -93 | -84 | -83 | -76 | -79 | -74 | -80 |
| C | 1731994506.221 | 73.019 | 44.827 | 51.816 | -85 | -88 | -79 | -80 | -79 | -78 | -77 | -68 |
| D | 1731994343.226 | 95.095 | 97.537 | 51.816 | -86 | -85 | -87 | -89 | -73 | -77 | -70 | -84 |
| E | 1731994579.209 | 5.094 | 63.923 | 51.816 | -93 | -89 | -76 | -77 | -83 | -75 | -74 | -71 |
| F | 1731994366.222 | 40.755 | 88.182 | 51.816 | -92 | -83 | -85 | -76 | -85 | -77 | -79 | -73 |
| G | 1731994430.223 | 119.718 | 73.770 | 51.816 | -89 | -84 | -88 | -85 | -82 | -85 | -78 | -75 |
| H | 1731994584.228 | 19.528 | 51.502 | 51.816 | -92 | -90 | -75 | -85 | -93 | -68 | -84 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994564.209
- **Target RSSI fingerprint:** [-91, -82, -80, -86, -81, -72, -76, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
28.868128149575334,
83.84224891662598,
51.816
] | 8 |
29,144 | **[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 | 1724128423.136 | 35.662 | 34.238 | 51.816 | -78 | -100 | -69 | -67 | -78 | -79 | -75 | -66 |
| B | 1724128469.130 | 105.287 | 25.015 | 51.816 | -100 | -75 | -80 | -100 | -79 | -84 | -77 | -77 |
| C | 1724128973.125 | 40.756 | 31.424 | 51.816 | -100 | -100 | -77 | -65 | -84 | -78 | -84 | -84 |
| D | 1724128699.118 | 46.700 | 65.078 | 51.816 | -79 | -100 | -83 | -64 | -76 | -76 | -78 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128432.127
- **Target RSSI fingerprint:** [-81, -100, -80, -79, -81, -82, -81, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
27.170752123368825,
53.09478282928467,
51.816
] | 4 |
5,584 | **[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 | 1723006655.142 | 65.378 | 39.161 | 42.672 | -84 | -81 | -82 | -77 | -81 | -88 | -77 | -66 |
| B | 1723006578.131 | 12.736 | 62.782 | 42.672 | -86 | -75 | -85 | -77 | -85 | -85 | -84 | -81 |
| C | 1723006684.148 | 4.245 | 79.091 | 42.672 | -82 | -87 | -84 | -83 | -73 | -73 | -81 | -76 |
| D | 1723006386.160 | 115.472 | 9.090 | 42.672 | -83 | -87 | -84 | -85 | -75 | -74 | -83 | -84 |
| E | 1723006839.156 | 132.454 | 8.745 | 42.672 | -84 | -86 | -85 | -83 | -71 | -71 | -80 | -85 |
| F | 1723006330.145 | 63.680 | 83.351 | 42.672 | -82 | -81 | -72 | -74 | -100 | -75 | -73 | -72 |
| G | 1723006642.155 | 132.454 | 39.347 | 42.672 | -83 | -80 | -88 | -100 | -85 | -85 | -69 | -79 |
| H | 1723006633.327 | 146.888 | 38.205 | 42.672 | -90 | -83 | -92 | -78 | -82 | -76 | -79 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006963.154
- **Target RSSI fingerprint:** [-86, -87, -85, -100, -79, -74, -65, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
197.83149578669105,
16.68086528778076,
42.672000000000004
] | 8 |
8,473 | **[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 | 1731994599.215 | 48.397 | 67.891 | 51.816 | -74 | -84 | -92 | -89 | -89 | -84 | -77 | -73 |
| B | 1731994350.207 | 75.567 | 118.133 | 51.816 | -93 | -77 | -88 | -81 | -79 | -73 | -84 | -74 |
| C | 1731994633.222 | 102.737 | 52.630 | 51.816 | -85 | -85 | -85 | -76 | -72 | -78 | -76 | -71 |
| D | 1731994930.222 | 67.925 | 3.716 | 51.816 | -76 | -98 | -98 | -90 | -95 | -99 | -93 | -95 |
| E | 1731994341.216 | 101.888 | 89.854 | 51.816 | -97 | -85 | -88 | -87 | -81 | -80 | -85 | -72 |
| F | 1731994286.226 | 21.227 | 79.436 | 51.816 | -100 | -84 | -81 | -85 | -82 | -75 | -71 | -72 |
| G | 1731994287.223 | 25.472 | 84.015 | 51.816 | -100 | -83 | -82 | -83 | -83 | -75 | -71 | -72 |
| H | 1731994891.217 | 60.283 | 5.826 | 51.816 | -85 | -89 | -81 | -89 | -92 | -78 | -79 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994727.224
- **Target RSSI fingerprint:** [-84, -79, -89, -85, -80, -78, -82, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
118.8687629688396,
71.50079727172852,
51.816
] | 8 |
4,098 | **[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 | 1723004919.154 | 131.605 | 13.456 | 60.960 | -76 | -78 | -82 | -67 | -67 | -73 | -71 | -69 |
| B | 1723004372.152 | 133.303 | 16.588 | 60.960 | -83 | -83 | -85 | -74 | -72 | -64 | -73 | -80 |
| C | 1723004588.167 | 134.152 | 22.772 | 60.960 | -80 | -81 | -74 | -78 | -81 | -66 | -70 | -69 |
| D | 1723004995.161 | 75.567 | 91.473 | 60.960 | -82 | -80 | -85 | -84 | -84 | -80 | -70 | -79 |
| E | 1723004407.162 | 68.774 | 64.998 | 60.960 | -83 | -80 | -81 | -85 | -83 | -76 | -73 | -73 |
| F | 1723004743.148 | 12.736 | 45.106 | 60.960 | -87 | -83 | -74 | -70 | -73 | -89 | -90 | -70 |
| G | 1723004680.140 | 33.113 | 10.736 | 60.960 | -75 | -86 | -86 | -87 | -85 | -77 | -74 | -60 |
| H | 1723004712.156 | 125.661 | 47.455 | 60.960 | -87 | -83 | -84 | -83 | -81 | -82 | -77 | -64 |
| I | 1723004592.139 | 135.850 | 12.660 | 60.960 | -78 | -100 | -83 | -70 | -72 | -66 | -72 | -71 |
| J | 1723004606.152 | 79.812 | 8.599 | 60.960 | -89 | -78 | -81 | -80 | -70 | -78 | -87 | -64 |
| K | 1723004692.170 | 95.944 | 12.116 | 60.960 | -73 | -72 | -70 | -70 | -66 | -81 | -70 | -100 |
| L | 1723004909.148 | 89.152 | 13.098 | 60.960 | -79 | -76 | -74 | -77 | -68 | -77 | -71 | -60 |
| M | 1723004405.148 | 70.472 | 53.772 | 60.960 | -85 | -79 | -82 | -85 | -78 | -76 | -76 | -79 |
| N | 1723004694.145 | 105.284 | 12.487 | 60.960 | -78 | -83 | -79 | -73 | -67 | -84 | -71 | -61 |
| O | 1723004347.152 | 115.472 | 77.751 | 60.960 | -84 | -84 | -75 | -84 | -85 | -68 | -74 | -72 |
| P | 1723004341.155 | 101.038 | 50.268 | 60.960 | -81 | -75 | -82 | -79 | -79 | -69 | -71 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004777.151
- **Target RSSI fingerprint:** [-81, -78, -85, -84, -77, -76, -69, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
81.50997265469317,
91.3532829284668,
60.96
] | 16 |
21,247 | **[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 | 1722838847.186 | 39.906 | 148.111 | 51.816 | -72 | -100 | -78 | -100 | -75 | -71 | -72 | -72 |
| B | 1722839034.166 | 93.397 | 194.517 | 51.816 | -93 | -81 | -75 | -86 | -81 | -85 | -76 | -75 |
| C | 1722839090.150 | 81.510 | 123.348 | 51.816 | -74 | -85 | -81 | -81 | -78 | -69 | -74 | -74 |
| D | 1722839073.161 | 39.906 | 98.387 | 51.816 | -69 | -81 | -87 | -75 | -74 | -72 | -84 | -68 |
| E | 1722838888.157 | 93.397 | 135.398 | 51.816 | -76 | -77 | -81 | -82 | -77 | -67 | -77 | -72 |
| F | 1722838954.197 | 14.434 | 122.632 | 51.816 | -77 | -87 | -91 | -85 | -78 | -82 | -86 | -77 |
| G | 1722839136.156 | 74.718 | 67.055 | 51.816 | -93 | -74 | -90 | -75 | -91 | -85 | -75 | -88 |
| H | 1722838986.178 | 78.114 | 124.012 | 51.816 | -69 | -77 | -78 | -74 | -73 | -64 | -68 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838889.168
- **Target RSSI fingerprint:** [-76, -100, -83, -100, -76, -66, -74, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
97.6421938924716,
138.64891052246094,
51.816
] | 8 |
33,455 | **[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 | 1724129835.147 | 33.963 | 54.183 | 60.960 | -89 | -82 | -80 | -80 | -79 | -81 | -77 | -77 |
| B | 1724129830.117 | 34.813 | 50.520 | 60.960 | -81 | -78 | -78 | -78 | -73 | -78 | -70 | -63 |
| C | 1724130336.148 | 137.552 | 59.942 | 60.960 | -100 | -80 | -76 | -78 | -81 | -72 | -77 | -81 |
| D | 1724130376.126 | 47.549 | 21.684 | 60.960 | -85 | -82 | -82 | -80 | -75 | -73 | -75 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724129998.127
- **Target RSSI fingerprint:** [-81, -88, -81, -79, -78, -69, -72, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
58.58693360550201,
1.1545228958129883,
60.96
] | 4 |
5,351 | **[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 | 1723004677.132 | 22.076 | 9.794 | 60.960 | -84 | -83 | -86 | -83 | -86 | -83 | -77 | -60 |
| B | 1723004573.160 | 126.510 | 93.477 | 60.960 | -87 | -100 | -83 | -83 | -70 | -69 | -75 | -66 |
| C | 1723004772.132 | 55.189 | 89.986 | 60.960 | -82 | -82 | -85 | -84 | -86 | -77 | -72 | -82 |
| D | 1723004452.156 | 21.227 | 15.818 | 60.960 | -80 | -73 | -80 | -78 | -76 | -84 | -73 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004522.132
- **Target RSSI fingerprint:** [-83, -74, -71, -78, -74, -88, -90, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
16.981244303061075,
43.95149230957031,
60.96
] | 4 |
14,889 | **[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 | 1731994830.235 | 114.623 | 59.438 | 51.816 | -85 | -89 | -77 | -81 | -85 | -72 | -70 | -75 |
| B | 1731994637.227 | 90.001 | 37.608 | 51.816 | -84 | -83 | -76 | -75 | -79 | -68 | -70 | -72 |
| C | 1731994579.209 | 5.094 | 63.923 | 51.816 | -91 | -89 | -83 | -77 | -76 | -75 | -74 | -71 |
| D | 1731994680.211 | 19.528 | 85.806 | 51.816 | -91 | -91 | -78 | -86 | -85 | -83 | -75 | -74 |
| E | 1731994854.226 | 61.982 | 7.723 | 51.816 | -78 | -83 | -93 | -88 | -87 | -78 | -85 | -89 |
| F | 1731994340.225 | 106.133 | 85.952 | 51.816 | -90 | -92 | -82 | -85 | -88 | -77 | -72 | -83 |
| G | 1731994372.226 | 16.132 | 68.926 | 51.816 | -93 | -85 | -81 | -78 | -78 | -90 | -74 | -72 |
| H | 1731994584.228 | 19.528 | 51.502 | 51.816 | -86 | -90 | -93 | -85 | -75 | -68 | -84 | -71 |
| I | 1731994564.209 | 28.868 | 83.842 | 51.816 | -91 | -82 | -81 | -86 | -80 | -72 | -76 | -74 |
| J | 1731994814.235 | 101.888 | 95.255 | 51.816 | -85 | -78 | -86 | -78 | -86 | -77 | -74 | -64 |
| K | 1731994393.209 | 23.774 | 48.065 | 51.816 | -83 | -90 | -93 | -89 | -80 | -71 | -83 | -88 |
| L | 1731994263.230 | 50.944 | 23.555 | 51.816 | -69 | -75 | -82 | -100 | -81 | -83 | -77 | -76 |
| M | 1731994374.219 | 10.189 | 64.136 | 51.816 | -85 | -84 | -81 | -78 | -79 | -86 | -75 | -76 |
| N | 1731994700.223 | 70.472 | 60.911 | 51.816 | -97 | -91 | -78 | -80 | -79 | -78 | -75 | -66 |
| O | 1731994371.226 | 20.378 | 72.058 | 51.816 | -93 | -85 | -83 | -77 | -77 | -82 | -75 | -72 |
| P | 1731994806.214 | 99.340 | 98.201 | 51.816 | -79 | -83 | -93 | -81 | -91 | -77 | -83 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994526.213
- **Target RSSI fingerprint:** [-88, -87, -84, -87, -87, -86, -79, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
96.79313556034083,
59.33186054229736,
51.816
] | 16 |
36,747 | **[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 | 1723690209.179 | 168.119 | 7.007 | 42.672 | -100 | -100 | -100 | -86 | -100 | -100 | -73 | -76 |
| B | 1723690024.159 | 139.250 | 32.220 | 42.672 | -83 | -86 | -83 | -78 | -84 | -79 | -72 | -72 |
| C | 1723690092.154 | 229.253 | 94.750 | 42.672 | -81 | -100 | -87 | -75 | -86 | -81 | -80 | -77 |
| D | 1723689587.157 | 45.002 | 63.459 | 42.672 | -82 | -77 | -100 | -100 | -77 | -81 | -70 | -77 |
| E | 1723689844.165 | 151.137 | 93.410 | 42.672 | -78 | -81 | -75 | -78 | -76 | -81 | -75 | -76 |
| F | 1723689960.142 | 179.157 | 74.009 | 42.672 | -83 | -84 | -73 | -80 | -84 | -80 | -79 | -78 |
| G | 1723690327.135 | 10.189 | 70.797 | 42.672 | -92 | -93 | -95 | -100 | -103 | -104 | -97 | -97 |
| H | 1723690030.175 | 123.967 | 58.429 | 42.672 | -88 | -85 | -83 | -75 | -71 | -70 | -70 | -68 |
| I | 1723690023.151 | 141.797 | 28.014 | 42.672 | -86 | -87 | -84 | -79 | -100 | -100 | -71 | -68 |
| J | 1723690057.167 | 171.515 | 90.902 | 42.672 | -85 | -100 | -77 | -100 | -73 | -70 | -83 | -80 |
| K | 1723690231.158 | 100.192 | 27.642 | 42.672 | -100 | -80 | -100 | -87 | -77 | -72 | -73 | -76 |
| L | 1723689567.982 | 14.434 | 75.309 | 42.672 | -100 | -70 | -100 | -100 | -76 | -82 | -91 | -100 |
| M | 1723689717.154 | 177.459 | 110.356 | 42.672 | -87 | -83 | -80 | -74 | -71 | -70 | -100 | -75 |
| N | 1723689801.142 | 192.742 | 37.476 | 42.672 | -89 | -90 | -84 | -84 | -100 | -100 | -81 | -75 |
| O | 1723690047.167 | 160.477 | 99.475 | 42.672 | -87 | -80 | -88 | -81 | -77 | -82 | -81 | -87 |
| P | 1723689622.149 | 146.043 | 30.482 | 42.672 | -85 | -100 | -84 | -81 | -100 | -100 | -69 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689962.153
- **Target RSSI fingerprint:** [-82, -84, -81, -83, -82, -79, -84, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
185.9498116409143,
81.06873989105225,
42.672000000000004
] | 16 |
11,257 | **[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 | 1723002836.152 | 133.303 | 11.413 | 51.816 | -75 | -100 | -70 | -65 | -81 | -76 | -69 | -72 |
| B | 1723002566.159 | 68.774 | 1.208 | 51.816 | -93 | -91 | -89 | -100 | -85 | -91 | -89 | -81 |
| C | 1723003186.160 | 112.925 | 49.671 | 51.816 | -84 | -87 | -100 | -80 | -80 | -85 | -84 | -62 |
| D | 1723003318.152 | 66.227 | 90.172 | 51.816 | -88 | -85 | -92 | -88 | -85 | -84 | -86 | -82 |
| E | 1723003379.163 | 125.661 | 11.598 | 51.816 | -84 | -87 | -85 | -75 | -81 | -83 | -74 | -76 |
| F | 1723002946.154 | 134.152 | 12.514 | 51.816 | -74 | -82 | -81 | -78 | -74 | -71 | -71 | -78 |
| G | 1723002882.163 | 60.283 | 90.889 | 51.816 | -82 | -81 | -88 | -89 | -84 | -83 | -85 | -81 |
| H | 1723003134.141 | 22.925 | 17.238 | 51.816 | -78 | -90 | -72 | -83 | -83 | -80 | -70 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723002970.135
- **Target RSSI fingerprint:** [-85, -71, -75, -77, -80, -83, -83, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
99.34027932095547,
48.86153221130371,
51.816
] | 8 |
23,700 | **[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 | 1725939708.150 | 52.642 | 13.695 | 42.672 | -85 | -75 | -84 | -82 | -69 | -79 | -76 | -70 |
| B | 1725939761.161 | 39.057 | 107.172 | 42.672 | -86 | -75 | -83 | -80 | -73 | -76 | -77 | -69 |
| C | 1725939282.140 | 65.378 | 81.055 | 42.672 | -77 | -73 | -77 | -76 | -76 | -73 | -77 | -68 |
| D | 1725939423.149 | 0.849 | 24.630 | 42.672 | -74 | -75 | -78 | -79 | -75 | -72 | -77 | -75 |
| E | 1725939858.159 | 67.925 | 11.877 | 42.672 | -75 | -75 | -76 | -78 | -76 | -75 | -78 | -86 |
| F | 1725939399.155 | 50.944 | 48.968 | 42.672 | -71 | -100 | -71 | -72 | -100 | -100 | -72 | -63 |
| G | 1725939827.147 | 4.245 | 51.184 | 42.672 | -85 | -74 | -82 | -77 | -75 | -69 | -78 | -63 |
| H | 1725939779.137 | 80.661 | 64.136 | 42.672 | -78 | -100 | -76 | -76 | -100 | -100 | -72 | -63 |
| I | 1725939391.145 | 86.605 | 32.672 | 42.672 | -75 | -76 | -74 | -76 | -78 | -67 | -72 | -63 |
| J | 1725939437.170 | 38.208 | 18.525 | 42.672 | -73 | -74 | -81 | -80 | -72 | -73 | -76 | -79 |
| K | 1725939430.149 | 5.943 | 25.625 | 42.672 | -83 | -76 | -83 | -73 | -74 | -67 | -75 | -83 |
| L | 1725939606.127 | 28.019 | 58.217 | 42.672 | -83 | -80 | -80 | -78 | -74 | -73 | -74 | -67 |
| M | 1725939713.156 | 35.661 | 13.708 | 42.672 | -86 | -75 | -80 | -83 | -66 | -75 | -74 | -79 |
| N | 1725939560.140 | 54.340 | 96.595 | 42.672 | -81 | -77 | -82 | -80 | -79 | -77 | -75 | -67 |
| O | 1725939849.150 | 49.246 | 17.172 | 42.672 | -66 | -68 | -64 | -74 | -58 | -72 | -68 | -73 |
| P | 1725939777.139 | 73.869 | 71.660 | 42.672 | -83 | -77 | -80 | -78 | -77 | -76 | -74 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939540.134
- **Target RSSI fingerprint:** [-69, -77, -76, -63, -75, -65, -67, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
17.830428437241142,
102.8719711303711,
42.672000000000004
] | 16 |
19,149 | **[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 | 1723006245.163 | 196.133 | 22.055 | 42.672 | -84 | -100 | -87 | -75 | -74 | -82 | -81 | -75 |
| B | 1723006605.155 | 87.453 | 9.422 | 42.672 | -87 | -84 | -85 | -77 | -76 | -76 | -77 | -81 |
| C | 1723006282.154 | 152.831 | 19.760 | 42.672 | -82 | -84 | -85 | -83 | -70 | -80 | -72 | -69 |
| D | 1723006373.149 | 50.944 | 10.457 | 42.672 | -92 | -86 | -79 | -76 | -81 | -80 | -80 | -83 |
| E | 1723006967.153 | 207.171 | 6.755 | 42.672 | -85 | -86 | -84 | -100 | -72 | -84 | -80 | -74 |
| F | 1723006966.142 | 206.322 | 7.498 | 42.672 | -75 | -82 | -79 | -100 | -100 | -100 | -71 | -71 |
| G | 1723006890.138 | 22.925 | 39.267 | 42.672 | -87 | -65 | -75 | -72 | -69 | -63 | -78 | -100 |
| H | 1723006865.151 | 141.793 | 39.426 | 42.672 | -76 | -89 | -88 | -80 | -70 | -81 | -89 | -86 |
| I | 1723006858.144 | 146.888 | 37.688 | 42.672 | -78 | -92 | -91 | -81 | -77 | -81 | -84 | -80 |
| J | 1723006875.171 | 89.152 | 40.010 | 42.672 | -85 | -80 | -82 | -100 | -72 | -71 | -76 | -86 |
| K | 1723006472.157 | 65.378 | 85.952 | 42.672 | -88 | -81 | -81 | -67 | -76 | -72 | -72 | -67 |
| L | 1723006696.139 | 59.434 | 85.116 | 42.672 | -85 | -82 | -86 | -70 | -100 | -70 | -74 | -69 |
| M | 1723006389.188 | 130.756 | 8.015 | 42.672 | -77 | -79 | -79 | -86 | -77 | -80 | -70 | -70 |
| N | 1723006960.155 | 186.794 | 28.425 | 42.672 | -88 | -86 | -85 | -100 | -70 | -81 | -76 | -70 |
| O | 1723006588.162 | 37.359 | 22.334 | 42.672 | -83 | -81 | -77 | -76 | -100 | -64 | -70 | -74 |
| P | 1723006473.158 | 70.472 | 86.589 | 42.672 | -91 | -86 | -86 | -77 | -83 | -77 | -75 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006914.145
- **Target RSSI fingerprint:** [-86, -82, -81, -69, -79, -79, -69, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
26.320928623980354,
81.26779556274414,
42.672000000000004
] | 16 |
20,965 | **[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 | 1722828493.164 | 82.359 | 47.004 | 42.672 | -84 | -91 | -81 | -85 | -83 | -86 | -79 | -80 |
| B | 1722828921.154 | 97.642 | 94.392 | 42.672 | -87 | -96 | -81 | -81 | -84 | -82 | -90 | -75 |
| C | 1722828662.150 | 0.849 | 51.383 | 42.672 | -100 | -96 | -94 | -81 | -87 | -100 | -89 | -90 |
| D | 1722828337.156 | 67.925 | 5.799 | 42.672 | -94 | -87 | -88 | -82 | -77 | -70 | -88 | -86 |
| E | 1722828539.149 | 67.076 | 116.156 | 42.672 | -84 | -96 | -79 | -85 | -85 | -85 | -95 | -80 |
| F | 1722828842.184 | 50.095 | 19.481 | 42.672 | -87 | -88 | -81 | -86 | -84 | -80 | -74 | -80 |
| G | 1722828559.160 | 3.396 | 56.864 | 42.672 | -84 | -91 | -77 | -100 | -100 | -100 | -80 | -73 |
| H | 1722828491.153 | 74.718 | 53.652 | 42.672 | -85 | -88 | -92 | -84 | -87 | -78 | -80 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722829135.165
- **Target RSSI fingerprint:** [-98, -92, -99, -87, -80, -81, -91, -96]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
70.47219264195122,
0.6635189056396484,
42.672000000000004
] | 8 |
26,804 | **[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 | 1725943484.169 | 22.076 | 57.036 | 60.960 | -73 | -72 | -74 | -74 | -76 | -69 | -71 | -71 |
| B | 1725943232.160 | 47.548 | 90.464 | 60.960 | -79 | -72 | -71 | -81 | -75 | -78 | -77 | -70 |
| C | 1725942966.155 | 61.982 | 64.295 | 60.960 | -77 | -70 | -75 | -76 | -75 | -80 | -71 | -63 |
| D | 1725943238.137 | 68.775 | 72.907 | 60.960 | -88 | -68 | -77 | -77 | -77 | -78 | -79 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725942984.169
- **Target RSSI fingerprint:** [-76, -80, -75, -75, -75, -73, -70, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
49.24594354718339,
11.253280639648438,
60.96
] | 4 |
36,109 | **[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 | 1724129812.144 | 61.134 | 3.649 | 60.960 | -100 | -73 | -71 | -74 | -100 | -79 | -72 | -69 |
| B | 1724130503.129 | 0.000 | 122.273 | 60.960 | -100 | -100 | -100 | -94 | -95 | -100 | -94 | -89 |
| C | 1724129874.129 | 123.117 | 31.026 | 60.960 | -75 | -80 | -81 | -81 | -74 | -70 | -69 | -77 |
| D | 1724130374.141 | 50.945 | 12.448 | 60.960 | -100 | -76 | -83 | -82 | -78 | -69 | -71 | -62 |
| E | 1724129725.115 | 11.038 | 111.524 | 60.960 | -100 | -100 | -100 | -93 | -94 | -100 | -96 | -83 |
| F | 1724130170.134 | 109.532 | 26.567 | 60.960 | -100 | -79 | -79 | -100 | -80 | -70 | -71 | -72 |
| G | 1724130006.140 | 51.794 | 14.226 | 60.960 | -75 | -83 | -81 | -79 | -76 | -81 | -70 | -68 |
| H | 1724130308.127 | 46.700 | 28.160 | 60.960 | -80 | -80 | -82 | -74 | -86 | -78 | -79 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130062.134
- **Target RSSI fingerprint:** [-76, -82, -77, -76, -74, -71, -72, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
134.15558709665677,
37.02435493469238,
60.96
] | 8 |
10,308 | **[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 | 1731994444.202 | 81.510 | 28.797 | 51.816 | -83 | -89 | -86 | -72 | -79 | -76 | -76 | -73 |
| B | 1731994797.224 | 69.623 | 73.412 | 51.816 | -92 | -84 | -74 | -85 | -86 | -85 | -76 | -73 |
| C | 1731994561.201 | 42.453 | 93.569 | 51.816 | -86 | -100 | -75 | -77 | -87 | -76 | -75 | -81 |
| D | 1731994679.211 | 16.132 | 81.865 | 51.816 | -84 | -84 | -100 | -87 | -76 | -83 | -74 | -73 |
| E | 1731994714.221 | 101.038 | 49.353 | 51.816 | -100 | -93 | -89 | -82 | -82 | -77 | -79 | -82 |
| F | 1731994795.221 | 62.831 | 67.055 | 51.816 | -91 | -84 | -77 | -89 | -86 | -90 | -77 | -74 |
| G | 1731994929.233 | 66.227 | 4.485 | 51.816 | -96 | -98 | -76 | -97 | -96 | -98 | -95 | -90 |
| H | 1731994799.221 | 77.265 | 79.848 | 51.816 | -86 | -85 | -77 | -85 | -86 | -72 | -76 | -73 |
| I | 1731994338.214 | 112.925 | 77.605 | 51.816 | -87 | -81 | -87 | -76 | -82 | -77 | -76 | -71 |
| J | 1731994254.229 | 67.925 | 15.128 | 51.816 | -76 | -94 | -90 | -85 | -82 | -71 | -72 | -79 |
| K | 1731994742.221 | 75.567 | 122.698 | 51.816 | -89 | -78 | -89 | -85 | -73 | -80 | -82 | -74 |
| L | 1731994353.207 | 75.567 | 117.695 | 51.816 | -83 | -75 | -100 | -82 | -71 | -74 | -80 | -72 |
| M | 1731994820.237 | 119.718 | 76.172 | 51.816 | -91 | -89 | -83 | -80 | -79 | -87 | -67 | -78 |
| N | 1731994152.259 | 77.265 | 4.499 | 51.816 | -95 | -102 | -78 | -97 | -101 | -100 | -94 | -102 |
| O | 1731994632.252 | 104.435 | 56.426 | 51.816 | -85 | -87 | -94 | -75 | -76 | -73 | -74 | -71 |
| P | 1731994287.223 | 25.472 | 84.015 | 51.816 | -82 | -83 | -100 | -83 | -75 | -83 | -71 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994436.211
- **Target RSSI fingerprint:** [-83, -82, -86, -68, -74, -69, -69, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
111.22719963512849,
58.36312294006348,
51.816
] | 16 |
10,766 | **[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 | -77 | -83 | -71 | -76 | -82 | -82 | -65 |
| B | 1723010414.151 | 14.434 | 63.804 | 60.960 | -83 | -81 | -75 | -78 | -77 | -74 | -70 | -79 |
| C | 1723009938.157 | 112.076 | 46.221 | 60.960 | -79 | -78 | -75 | -90 | -83 | -71 | -88 | -65 |
| D | 1723009971.154 | 1.698 | 83.962 | 60.960 | -79 | -74 | -78 | -81 | -80 | -75 | -65 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010398.168
- **Target RSSI fingerprint:** [-83, -78, -80, -85, -83, -69, -75, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
55.189043973981946,
43.80551815032959,
60.96
] | 4 |
24,537 | **[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 | 1725937729.142 | 106.134 | 47.508 | 30.480 | -80 | -76 | -80 | -80 | -80 | -77 | -77 | -72 |
| B | 1725937813.151 | 94.247 | 1.924 | 30.480 | -75 | -84 | -85 | -81 | -87 | -86 | -65 | -83 |
| C | 1725937792.145 | 22.925 | 19.707 | 30.480 | -100 | -72 | -71 | -77 | -69 | -63 | -58 | -58 |
| D | 1725937987.160 | 25.472 | 56.213 | 30.480 | -73 | -65 | -65 | -65 | -64 | -62 | -62 | -58 |
| E | 1725938034.145 | 75.567 | 5.958 | 30.480 | -71 | -82 | -81 | -81 | -83 | -83 | -66 | -78 |
| F | 1725938065.159 | 98.492 | 43.978 | 30.480 | -65 | -100 | -75 | -77 | -78 | -72 | -75 | -68 |
| G | 1725937708.145 | 54.340 | 93.132 | 30.480 | -77 | -74 | -75 | -75 | -74 | -70 | -69 | -65 |
| H | 1725937963.153 | 103.586 | 28.823 | 30.480 | -67 | -100 | -84 | -84 | -84 | -81 | -74 | -79 |
| I | 1725937673.151 | 5.943 | 49.910 | 30.480 | -69 | -65 | -64 | -64 | -61 | -57 | -58 | -50 |
| J | 1725937791.139 | 18.679 | 20.675 | 30.480 | -100 | -70 | -75 | -79 | -73 | -66 | -60 | -59 |
| K | 1725937847.144 | 78.963 | 61.203 | 30.480 | -65 | -75 | -84 | -80 | -86 | -77 | -70 | -75 |
| L | 1725937709.151 | 58.586 | 89.814 | 30.480 | -68 | -70 | -72 | -69 | -71 | -68 | -67 | -63 |
| M | 1725937949.144 | 88.303 | 61.482 | 30.480 | -78 | -78 | -82 | -82 | -86 | -79 | -74 | -75 |
| N | 1725937789.143 | 10.189 | 21.976 | 30.480 | -100 | -66 | -77 | -72 | -77 | -79 | -60 | -62 |
| O | 1725937918.148 | 16.132 | 117.522 | 30.480 | -75 | -66 | -68 | -70 | -66 | -64 | -62 | -48 |
| P | 1725937799.152 | 50.095 | 14.279 | 30.480 | -73 | -80 | -79 | -80 | -79 | -76 | -67 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937931.148
- **Target RSSI fingerprint:** [-100, -81, -80, -80, -75, -75, -72, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
43.30246833505142,
100.76198101043701,
30.48
] | 16 |
38,100 | **[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 | 1723689568.965 | 12.736 | 74.261 | 42.672 | -80 | -70 | -100 | -100 | -87 | -100 | -100 | -84 |
| B | 1723689637.158 | 126.514 | 67.692 | 42.672 | -89 | -100 | -80 | -89 | -77 | -87 | -80 | -82 |
| C | 1723690079.154 | 217.366 | 71.554 | 42.672 | -100 | -85 | -88 | -85 | -84 | -90 | -92 | -86 |
| D | 1723689998.143 | 203.781 | 49.591 | 42.672 | -100 | -88 | -88 | -82 | -91 | -78 | -74 | -72 |
| E | 1723690101.159 | 209.724 | 132.491 | 42.672 | -68 | -100 | -78 | -82 | -82 | -67 | -73 | -87 |
| F | 1723690084.131 | 232.650 | 87.279 | 42.672 | -100 | -100 | -87 | -81 | -84 | -100 | -100 | -100 |
| G | 1723690005.134 | 177.459 | 23.502 | 42.672 | -100 | -87 | -87 | -80 | -86 | -91 | -80 | -80 |
| H | 1723689962.153 | 185.950 | 81.069 | 42.672 | -82 | -84 | -81 | -87 | -82 | -83 | -81 | -84 |
| I | 1723689709.168 | 206.328 | 135.756 | 42.672 | -83 | -100 | -83 | -85 | -83 | -76 | -80 | -87 |
| J | 1723690217.146 | 160.477 | 0.000 | 42.672 | -100 | -89 | -86 | -84 | -87 | -83 | -76 | -72 |
| K | 1723689721.161 | 162.175 | 97.046 | 42.672 | -76 | -84 | -87 | -85 | -87 | -85 | -87 | -78 |
| L | 1723690333.149 | 4.245 | 69.125 | 42.672 | -104 | -90 | -94 | -105 | -95 | -100 | -99 | -102 |
| M | 1723690025.147 | 136.703 | 36.839 | 42.672 | -82 | -84 | -84 | -84 | -86 | -85 | -74 | -73 |
| N | 1723689595.143 | 82.361 | 47.110 | 42.672 | -76 | -71 | -82 | -84 | -83 | -81 | -80 | -73 |
| O | 1723689914.147 | 188.497 | 120.455 | 42.672 | -71 | -81 | -100 | -83 | -100 | -74 | -79 | -80 |
| P | 1723689800.149 | 196.988 | 41.231 | 42.672 | -100 | -87 | -87 | -87 | -91 | -82 | -76 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723690046.151
- **Target RSSI fingerprint:** [-85, -84, -86, -89, -85, -84, -85, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
157.08089111218789,
96.6348934173584,
42.672000000000004
] | 16 |
22,435 | **[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 | 1725943143.167 | 106.133 | 37.701 | 60.960 | -73 | -72 | -71 | -75 | -64 | -75 | -67 | -68 |
| B | 1725943038.155 | 67.925 | 76.252 | 60.960 | -77 | -68 | -75 | -78 | -78 | -79 | -78 | -67 |
| C | 1725943544.164 | 60.284 | 9.860 | 60.960 | -77 | -87 | -84 | -77 | -74 | -72 | -72 | -67 |
| D | 1725943523.164 | 73.020 | 8.334 | 60.960 | -80 | -83 | -78 | -75 | -74 | -75 | -73 | -71 |
| E | 1725943645.182 | 30.566 | 3.225 | 60.960 | -100 | -100 | -100 | -80 | -100 | -85 | -76 | -100 |
| F | 1725943471.162 | 80.661 | 30.402 | 60.960 | -75 | -76 | -74 | -76 | -76 | -75 | -73 | -68 |
| G | 1725943524.162 | 78.114 | 7.352 | 60.960 | -82 | -81 | -77 | -72 | -72 | -72 | -74 | -70 |
| H | 1725943176.169 | 54.340 | 13.045 | 60.960 | -74 | -76 | -73 | -78 | -78 | -79 | -73 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943275.157
- **Target RSSI fingerprint:** [-74, -72, -72, -76, -74, -78, -76, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
51.79314752376184,
39.01491165161133,
60.96
] | 8 |
3,015 | **[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 | 1722841031.158 | 44.151 | 89.190 | 60.960 | -79 | -77 | -79 | -66 | -78 | -80 | -80 | -67 |
| B | 1722841542.143 | 0.849 | 2.216 | 60.960 | -87 | -100 | -98 | -80 | -99 | -96 | -100 | -97 |
| C | 1722841295.173 | 119.718 | 104.796 | 60.960 | -100 | -81 | -76 | -100 | -74 | -74 | -69 | -74 |
| D | 1722840940.166 | 11.887 | 124.742 | 60.960 | -77 | -77 | -67 | -82 | -72 | -71 | -73 | -74 |
| E | 1722841073.182 | 82.359 | 113.939 | 60.960 | -76 | -78 | -73 | -83 | -77 | -75 | -68 | -65 |
| F | 1722840871.149 | 95.095 | 97.537 | 60.960 | -74 | -73 | -81 | -82 | -78 | -77 | -73 | -69 |
| G | 1722841259.186 | 42.453 | 153.552 | 60.960 | -86 | -85 | -76 | -86 | -86 | -75 | -76 | -83 |
| H | 1722840868.170 | 85.755 | 109.693 | 60.960 | -74 | -74 | -73 | -81 | -75 | -75 | -67 | -64 |
| I | 1722840863.177 | 70.472 | 129.134 | 60.960 | -80 | -80 | -77 | -85 | -72 | -77 | -71 | -72 |
| J | 1722840906.188 | 103.586 | 168.494 | 60.960 | -75 | -77 | -87 | -71 | -70 | -73 | -68 | -71 |
| K | 1722841177.157 | 84.057 | 127.289 | 60.960 | -84 | -82 | -87 | -79 | -78 | -76 | -73 | -71 |
| L | 1722840971.147 | 80.661 | 125.432 | 60.960 | -84 | -84 | -82 | -76 | -77 | -73 | -75 | -72 |
| M | 1722841539.170 | 1.698 | 7.299 | 60.960 | -86 | -96 | -98 | -78 | -89 | -93 | -100 | -88 |
| N | 1722841181.151 | 99.340 | 140.799 | 60.960 | -83 | -83 | -85 | -78 | -75 | -83 | -71 | -71 |
| O | 1722841336.186 | 63.680 | 168.985 | 60.960 | -86 | -82 | -80 | -86 | -81 | -73 | -73 | -75 |
| P | 1722841113.163 | 101.888 | 174.373 | 60.960 | -82 | -78 | -88 | -78 | -77 | -76 | -74 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722840932.166
- **Target RSSI fingerprint:** [-85, -80, -73, -77, -79, -73, -74, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
37.35875225293892,
147.08887100219727,
60.96
] | 16 |
28,165 | **[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 | 1725937595.147 | 96.794 | 9.077 | 30.480 | -78 | -87 | -82 | -84 | -84 | -72 | -82 | -71 |
| B | 1725937584.139 | 81.511 | 8.228 | 30.480 | -71 | -85 | -81 | -86 | -85 | -100 | -83 | -68 |
| C | 1725938163.143 | 67.925 | 82.237 | 30.480 | -100 | -75 | -76 | -73 | -81 | -65 | -82 | -68 |
| D | 1725937635.149 | 58.586 | 58.575 | 30.480 | -74 | -85 | -82 | -80 | -87 | -63 | -80 | -69 |
| E | 1725937693.152 | 18.679 | 120.482 | 30.480 | -100 | -67 | -67 | -71 | -64 | -68 | -48 | -61 |
| F | 1725937963.153 | 103.586 | 28.823 | 30.480 | -75 | -84 | -84 | -84 | -81 | -62 | -79 | -74 |
| G | 1725937888.183 | 1.698 | 19.720 | 30.480 | -67 | -75 | -77 | -69 | -80 | -79 | -82 | -54 |
| H | 1725938200.152 | 81.511 | 28.823 | 30.480 | -78 | -88 | -85 | -86 | -85 | -61 | -84 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937893.138
- **Target RSSI fingerprint:** [-73, -79, -84, -76, -78, -78, -80, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
0.8490680065696358,
22.280964851379395,
30.48
] | 8 |
32,957 | **[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 | 1723698117.139 | 59.436 | 10.709 | 51.816 | -72 | -82 | -73 | -73 | -78 | -77 | -74 | -70 |
| B | 1723698111.163 | 41.605 | 0.318 | 51.816 | -75 | -74 | -87 | -79 | -73 | -81 | -77 | -81 |
| C | 1723697950.141 | 92.550 | 31.690 | 51.816 | -69 | -77 | -73 | -73 | -65 | -70 | -71 | -69 |
| D | 1723698210.152 | 104.438 | 85.846 | 51.816 | -80 | -72 | -85 | -100 | -81 | -73 | -77 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698216.140
- **Target RSSI fingerprint:** [-84, -79, -79, -76, -82, -74, -77, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
118.02293235174945,
57.76595592498779,
51.816
] | 4 |
31,165 | **[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 | 1724123063.356 | 33.114 | 5.428 | 60.960 | -82 | -80 | -78 | -83 | -74 | -78 | -79 | -78 |
| B | 1724123274.157 | 101.041 | 60.062 | 60.960 | -76 | -72 | -80 | -100 | -81 | -100 | -75 | -63 |
| C | 1724123539.128 | 88.305 | 29.951 | 60.960 | -100 | -80 | -100 | -100 | -100 | -65 | -75 | -62 |
| D | 1724123284.145 | 84.909 | 52.975 | 60.960 | -75 | -100 | -81 | -100 | -77 | -68 | -73 | -61 |
| E | 1724123581.143 | 13.585 | 39.652 | 60.960 | -74 | -100 | -69 | -81 | -64 | -85 | -73 | -79 |
| F | 1724123152.134 | 60.285 | 73.425 | 60.960 | -82 | -83 | -85 | -84 | -81 | -76 | -80 | -67 |
| G | 1724123404.144 | 9.340 | 41.815 | 60.960 | -79 | -100 | -77 | -66 | -68 | -82 | -78 | -62 |
| H | 1724123088.128 | 112.928 | 46.048 | 60.960 | -85 | -81 | -86 | -86 | -86 | -72 | -73 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123573.151
- **Target RSSI fingerprint:** [-82, -81, -80, -69, -75, -82, -74, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
12.736287583322522,
47.9326057434082,
60.96
] | 8 |
1,231 | **[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 | 1723006865.151 | 141.793 | 39.426 | 42.672 | -89 | -79 | -82 | -89 | -86 | -80 | -81 | -70 |
| B | 1723006466.141 | 36.510 | 82.542 | 42.672 | -85 | -80 | -85 | -74 | -72 | -74 | -78 | -83 |
| C | 1723006662.146 | 29.717 | 38.604 | 42.672 | -67 | -88 | -81 | -80 | -86 | -79 | -66 | -74 |
| D | 1723006499.156 | 145.190 | 52.445 | 42.672 | -85 | -80 | -84 | -72 | -67 | -74 | -69 | -75 |
| E | 1723006343.154 | 2.547 | 80.644 | 42.672 | -85 | -83 | -79 | -84 | -84 | -71 | -80 | -75 |
| F | 1723006652.151 | 79.812 | 39.466 | 42.672 | -78 | -79 | -83 | -86 | -87 | -82 | -75 | -76 |
| G | 1723006659.141 | 45.000 | 38.763 | 42.672 | -78 | -88 | -79 | -78 | -83 | -74 | -61 | -74 |
| H | 1723006567.168 | 2.547 | 78.773 | 42.672 | -84 | -84 | -78 | -87 | -85 | -74 | -81 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006574.154
- **Target RSSI fingerprint:** [-84, -86, -78, -77, -77, -74, -71, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
3.3962488547071423,
75.20323276519775,
42.672000000000004
] | 8 |
9,328 | **[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 | 1723002859.156 | 77.265 | 14.014 | 51.816 | -86 | -84 | -76 | -82 | -85 | -88 | -83 | -70 |
| B | 1723003351.154 | 22.925 | 20.038 | 51.816 | -84 | -77 | -73 | -84 | -83 | -74 | -71 | -77 |
| C | 1723003107.148 | 32.264 | 88.275 | 51.816 | -83 | -86 | -89 | -89 | -84 | -72 | -85 | -66 |
| D | 1723002904.155 | 8.491 | 67.427 | 51.816 | -85 | -84 | -78 | -100 | -82 | -72 | -72 | -72 |
| E | 1723003009.153 | 11.038 | 90.119 | 51.816 | -74 | -85 | -86 | -81 | -74 | -78 | -77 | -75 |
| F | 1723003023.149 | 83.208 | 93.689 | 51.816 | -73 | -85 | -79 | -74 | -80 | -84 | -67 | -71 |
| G | 1723003110.142 | 16.981 | 87.093 | 51.816 | -83 | -84 | -86 | -89 | -87 | -74 | -88 | -71 |
| H | 1723003156.149 | 98.491 | 11.014 | 51.816 | -84 | -79 | -76 | -79 | -77 | -80 | -71 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003452.130
- **Target RSSI fingerprint:** [-81, -84, -79, -78, -79, -79, -68, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
37.35873752241061,
93.25094699859619,
51.816
] | 8 |
22,048 | **[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 | 1725939815.171 | 16.981 | 63.326 | 42.672 | -76 | -81 | -76 | -76 | -74 | -74 | -68 | -71 |
| B | 1725939850.169 | 50.095 | 17.066 | 42.672 | -76 | -68 | -73 | -73 | -75 | -74 | -78 | -59 |
| C | 1725939844.150 | 29.717 | 20.901 | 42.672 | -80 | -77 | -77 | -76 | -73 | -79 | -79 | -72 |
| D | 1725939810.146 | 39.906 | 53.931 | 42.672 | -77 | -78 | -74 | -72 | -73 | -76 | -67 | -64 |
| E | 1725939111.183 | 39.057 | 11.612 | 42.672 | -100 | -100 | -100 | -80 | -100 | -83 | -100 | -86 |
| F | 1725939735.132 | 8.491 | 65.569 | 42.672 | -71 | -78 | -70 | -79 | -78 | -76 | -71 | -73 |
| G | 1725939387.151 | 99.341 | 25.970 | 42.672 | -78 | -82 | -82 | -77 | -77 | -77 | -71 | -73 |
| H | 1725939776.151 | 69.624 | 75.986 | 42.672 | -80 | -81 | -77 | -73 | -75 | -76 | -66 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939671.151
- **Target RSSI fingerprint:** [-75, -80, -67, -76, -67, -78, -62, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
106.13350260262585,
41.868042945861816,
42.672000000000004
] | 8 |
14,091 | **[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 | 1722828589.168 | 62.831 | 63.618 | 42.672 | -85 | -91 | -91 | -87 | -85 | -79 | -88 | -74 |
| B | 1722828557.142 | 10.189 | 63.008 | 42.672 | -92 | -94 | -80 | -83 | -84 | -83 | -77 | -79 |
| C | 1722828451.155 | 33.113 | 32.884 | 42.672 | -86 | -86 | -88 | -85 | -88 | -72 | -81 | -76 |
| D | 1722828902.162 | 112.925 | 55.457 | 42.672 | -89 | -87 | -89 | -87 | -80 | -85 | -79 | -78 |
| E | 1722828749.152 | 33.113 | 82.144 | 42.672 | -87 | -89 | -73 | -77 | -80 | -81 | -67 | -75 |
| F | 1722829065.149 | 61.982 | 9.077 | 42.672 | -92 | -85 | -100 | -100 | -82 | -72 | -100 | -79 |
| G | 1722828967.166 | 13.585 | 52.657 | 42.672 | -84 | -86 | -89 | -86 | -86 | -75 | -88 | -74 |
| H | 1722828544.148 | 56.887 | 105.645 | 42.672 | -84 | -83 | -82 | -83 | -79 | -85 | -80 | -77 |
| I | 1722828528.158 | 88.303 | 95.122 | 42.672 | -87 | -88 | -86 | -85 | -80 | -87 | -85 | -76 |
| J | 1722828872.152 | 32.264 | 86.908 | 42.672 | -89 | -78 | -83 | -87 | -81 | -74 | -89 | -79 |
| K | 1722828917.150 | 112.076 | 79.821 | 42.672 | -82 | -87 | -77 | -78 | -88 | -82 | -70 | -75 |
| L | 1722828556.144 | 13.585 | 66.365 | 42.672 | -95 | -92 | -85 | -83 | -85 | -85 | -84 | -80 |
| M | 1722828677.172 | 31.415 | 86.974 | 42.672 | -93 | -91 | -85 | -88 | -87 | -94 | -100 | -86 |
| N | 1722829028.144 | 75.567 | 12.235 | 42.672 | -96 | -91 | -83 | -77 | -93 | -87 | -79 | -85 |
| O | 1722829019.157 | 113.774 | 42.744 | 42.672 | -93 | -91 | -80 | -78 | -80 | -86 | -67 | -78 |
| P | 1722828817.147 | 128.208 | 57.779 | 42.672 | -91 | -88 | -79 | -76 | -80 | -87 | -85 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828616.143
- **Target RSSI fingerprint:** [-88, -73, -75, -84, -79, -86, -74, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
123.11407148292685,
66.90924644470215,
42.672000000000004
] | 16 |
39,967 | **[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 | 1724123319.137 | 16.982 | 47.866 | 60.960 | -79 | -77 | -76 | -88 | -70 | -78 | -72 | -67 |
| B | 1724123236.145 | 28.020 | 6.144 | 60.960 | -78 | -79 | -77 | -78 | -72 | -79 | -86 | -79 |
| C | 1724123292.139 | 50.096 | 35.432 | 60.960 | -83 | -79 | -78 | -80 | -82 | -78 | -66 | -64 |
| D | 1724123553.161 | 61.983 | 43.633 | 60.960 | -79 | -81 | -100 | -75 | -77 | -76 | -74 | -66 |
| E | 1724123144.141 | 24.623 | 54.196 | 60.960 | -70 | -81 | -77 | -88 | -74 | -81 | -76 | -69 |
| F | 1724123463.124 | 79.814 | 49.008 | 60.960 | -85 | -81 | -78 | -78 | -84 | -79 | -70 | -63 |
| G | 1724123557.136 | 53.492 | 61.402 | 60.960 | -80 | -81 | -100 | -80 | -81 | -77 | -78 | -65 |
| H | 1724123342.122 | 94.249 | 85.315 | 60.960 | -81 | -80 | -81 | -80 | -83 | -78 | -86 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123140.135
- **Target RSSI fingerprint:** [-100, -78, -81, -90, -74, -83, -80, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
7.641772549993513,
45.62355995178223,
60.96
] | 8 |
11,220 | **[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 | 1723006308.151 | 96.793 | 6.277 | 42.672 | -84 | -83 | -92 | -100 | -82 | -85 | -80 | -83 |
| B | 1723006882.162 | 53.491 | 39.400 | 42.672 | -84 | -83 | -77 | -100 | -84 | -88 | -77 | -63 |
| C | 1723006292.158 | 146.888 | 5.375 | 42.672 | -68 | -70 | -84 | -80 | -78 | -78 | -67 | -73 |
| D | 1723006887.145 | 28.868 | 39.214 | 42.672 | -86 | -92 | -78 | -100 | -80 | -87 | -75 | -68 |
| E | 1723006481.147 | 108.680 | 89.283 | 42.672 | -90 | -89 | -80 | -71 | -88 | -86 | -75 | -65 |
| F | 1723006718.139 | 134.152 | 83.670 | 42.672 | -85 | -85 | -76 | -76 | -82 | -74 | -76 | -65 |
| G | 1723006497.150 | 141.793 | 63.366 | 42.672 | -86 | -76 | -82 | -72 | -76 | -71 | -76 | -82 |
| H | 1723006372.164 | 47.547 | 10.178 | 42.672 | -91 | -92 | -79 | -84 | -81 | -82 | -83 | -81 |
| I | 1723006255.152 | 159.624 | 57.315 | 42.672 | -74 | -68 | -100 | -74 | -77 | -73 | -69 | -76 |
| J | 1723006870.145 | 114.623 | 39.997 | 42.672 | -82 | -84 | -87 | -100 | -86 | -92 | -76 | -83 |
| K | 1723006380.142 | 84.906 | 10.178 | 42.672 | -85 | -87 | -77 | -78 | -80 | -85 | -77 | -73 |
| L | 1723006777.153 | 64.529 | 81.931 | 42.672 | -73 | -85 | -79 | -80 | -83 | -85 | -81 | -68 |
| M | 1723006946.146 | 140.944 | 81.387 | 42.672 | -88 | -82 | -82 | -76 | -82 | -72 | -80 | -80 |
| N | 1723006542.164 | 77.265 | 53.320 | 42.672 | -88 | -90 | -85 | -81 | -84 | -83 | -81 | -72 |
| O | 1723006384.143 | 104.435 | 9.502 | 42.672 | -92 | -91 | -80 | -79 | -79 | -81 | -84 | -85 |
| P | 1723006934.158 | 124.812 | 88.978 | 42.672 | -83 | -81 | -90 | -77 | -83 | -77 | -100 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006559.156
- **Target RSSI fingerprint:** [-88, -88, -89, -78, -82, -87, -77, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
40.75498625648571,
79.40994262695312,
42.672000000000004
] | 16 |
25,456 | **[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 | 1725939365.174 | 81.511 | 68.130 | 42.672 | -85 | -78 | -75 | -82 | -74 | -79 | -78 | -65 |
| B | 1725939359.154 | 60.284 | 88.487 | 42.672 | -79 | -81 | -75 | -80 | -74 | -79 | -76 | -66 |
| C | 1725939845.165 | 34.812 | 19.866 | 42.672 | -72 | -84 | -79 | -75 | -77 | -74 | -69 | -75 |
| D | 1725939257.141 | 98.492 | 20.927 | 42.672 | -100 | -77 | -67 | -78 | -75 | -70 | -73 | -64 |
| E | 1725939290.142 | 60.284 | 62.119 | 42.672 | -71 | -75 | -76 | -75 | -77 | -75 | -77 | -61 |
| F | 1725939430.149 | 5.943 | 25.625 | 42.672 | -74 | -73 | -75 | -76 | -75 | -67 | -74 | -83 |
| G | 1725939405.163 | 23.774 | 61.575 | 42.672 | -77 | -68 | -74 | -77 | -77 | -72 | -73 | -68 |
| H | 1725939958.136 | 42.453 | 11.877 | 42.672 | -100 | -100 | -100 | -73 | -86 | -100 | -84 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939288.124
- **Target RSSI fingerprint:** [-81, -80, -83, -78, -76, -75, -72, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
63.68010156157551,
71.56714916229248,
42.672000000000004
] | 8 |
6,052 | **[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 | 1723009897.142 | 84.057 | 6.675 | 60.960 | -76 | -79 | -75 | -81 | -78 | -80 | -74 | -64 |
| B | 1723009950.158 | 53.491 | 43.806 | 60.960 | -83 | -76 | -83 | -81 | -87 | -70 | -75 | -68 |
| C | 1723009968.177 | 7.642 | 74.102 | 60.960 | -83 | -78 | -77 | -81 | -78 | -73 | -66 | -83 |
| D | 1723010128.160 | 108.680 | 11.280 | 60.960 | -79 | -80 | -74 | -87 | -73 | -80 | -75 | -66 |
| E | 1723010287.147 | 75.567 | 67.360 | 60.960 | -83 | -73 | -81 | -78 | -86 | -77 | -69 | -75 |
| F | 1723010066.161 | 67.076 | 85.607 | 60.960 | -80 | -76 | -79 | -76 | -85 | -80 | -67 | -76 |
| G | 1723009937.153 | 117.171 | 46.128 | 60.960 | -80 | -77 | -82 | -72 | -87 | -69 | -73 | -63 |
| H | 1723010053.143 | 89.152 | 29.089 | 60.960 | -87 | -79 | -83 | -85 | -87 | -80 | -69 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010073.146
- **Target RSSI fingerprint:** [-80, -77, -100, -73, -81, -72, -81, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
57.73623061893496,
86.03186130523682,
60.96
] | 8 |
32,329 | **[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 | 1723691732.138 | 201.233 | 62.304 | 51.816 | -79 | -100 | -83 | -100 | -77 | -77 | -80 | -79 |
| B | 1723691663.139 | 171.515 | 21.803 | 51.816 | -72 | -85 | -80 | -73 | -71 | -72 | -76 | -70 |
| C | 1723691890.155 | 88.305 | 32.924 | 51.816 | -80 | -79 | -79 | -66 | -79 | -77 | -76 | -67 |
| D | 1723691102.122 | 6.793 | 76.238 | 51.816 | -100 | -100 | -97 | -91 | -97 | -97 | -100 | -101 |
| E | 1723691664.136 | 167.270 | 18.114 | 51.816 | -80 | -85 | -83 | -76 | -83 | -74 | -77 | -73 |
| F | 1723691673.152 | 151.137 | 0.000 | 51.816 | -83 | -82 | -81 | -71 | -81 | -84 | -85 | -77 |
| G | 1723691282.142 | 134.156 | 42.372 | 51.816 | -100 | -81 | -78 | -68 | -79 | -66 | -69 | -81 |
| H | 1723691598.138 | 133.306 | 51.038 | 51.816 | -100 | -74 | -81 | -72 | -73 | -75 | -79 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691662.145
- **Target RSSI fingerprint:** [-73, -83, -84, -73, -74, -73, -75, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
174.91169760902483,
25.65164089202881,
51.816
] | 8 |
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 | 1731994639.222 | 83.208 | 31.703 | 51.816 | -100 | -87 | -77 | -84 | -73 | -75 | -72 | -81 |
| B | 1731994260.201 | 64.529 | 15.991 | 51.816 | -84 | -90 | -79 | -85 | -83 | -82 | -79 | -79 |
| C | 1731994321.195 | 103.586 | 54.409 | 51.816 | -94 | -86 | -84 | -87 | -81 | -75 | -82 | -73 |
| D | 1731994607.221 | 79.812 | 93.543 | 51.816 | -82 | -96 | -94 | -91 | -86 | -79 | -84 | -75 |
| E | 1731994608.232 | 83.208 | 96.502 | 51.816 | -83 | -98 | -90 | -89 | -84 | -77 | -83 | -78 |
| F | 1731994507.217 | 77.265 | 41.669 | 51.816 | -92 | -82 | -82 | -81 | -82 | -79 | -78 | -70 |
| G | 1731994793.224 | 56.038 | 60.141 | 51.816 | -86 | -83 | -87 | -87 | -87 | -92 | -75 | -76 |
| H | 1731994491.247 | 11.887 | 91.380 | 51.816 | -85 | -85 | -92 | -80 | -91 | -76 | -86 | -90 |
| I | 1731994389.233 | 21.227 | 50.693 | 51.816 | -78 | -84 | -87 | -76 | -86 | -68 | -80 | -72 |
| J | 1731994895.215 | 60.283 | 4.804 | 51.816 | -100 | -84 | -77 | -81 | -89 | -92 | -75 | -79 |
| K | 1731994833.233 | 103.586 | 48.782 | 51.816 | -100 | -88 | -77 | -83 | -81 | -69 | -72 | -74 |
| L | 1731994152.259 | 77.265 | 4.499 | 51.816 | -100 | -78 | -101 | -95 | -97 | -100 | -102 | -94 |
| M | 1731994166.226 | 64.529 | 10.046 | 51.816 | -100 | -93 | -102 | -91 | -96 | -97 | -100 | -88 |
| N | 1731994366.222 | 40.755 | 88.182 | 51.816 | -82 | -85 | -85 | -85 | -76 | -77 | -79 | -73 |
| O | 1731994623.225 | 103.586 | 69.404 | 51.816 | -87 | -81 | -79 | -91 | -80 | -87 | -79 | -66 |
| P | 1731994283.243 | 10.189 | 64.905 | 51.816 | -76 | -100 | -76 | -78 | -83 | -83 | -72 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994563.209
- **Target RSSI fingerprint:** [-83, -92, -81, -82, -83, -73, -77, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
33.11344111274818,
87.08022117614746,
51.816
] | 16 |
27,524 | **[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 | 1725943497.166 | 5.094 | 46.486 | 60.960 | -74 | -71 | -67 | -71 | -70 | -65 | -68 | -64 |
| B | 1725943236.154 | 61.982 | 79.237 | 60.960 | -73 | -73 | -68 | -79 | -75 | -70 | -78 | -67 |
| C | 1725942945.143 | 105.284 | 39.877 | 60.960 | -72 | -72 | -73 | -74 | -69 | -76 | -71 | -68 |
| D | 1725943072.154 | 66.227 | 34.357 | 60.960 | -72 | -73 | -72 | -68 | -62 | -72 | -64 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943174.152
- **Target RSSI fingerprint:** [-73, -73, -75, -77, -77, -76, -71, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
55.189419492533105,
22.57291316986084,
60.96
] | 4 |
32,553 | **[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 | 1724128531.148 | 45.002 | 31.013 | 51.816 | -81 | -78 | -84 | -73 | -75 | -73 | -73 | -68 |
| B | 1724128495.167 | 116.325 | 95.215 | 51.816 | -82 | -68 | -70 | -84 | -79 | -77 | -76 | -76 |
| C | 1724128749.149 | 135.854 | 54.594 | 51.816 | -79 | -82 | -83 | -64 | -80 | -75 | -100 | -68 |
| D | 1724128656.133 | 123.967 | 36.653 | 51.816 | -77 | -81 | -75 | -72 | -74 | -79 | -83 | -74 |
| E | 1724128802.135 | 40.756 | 61.575 | 51.816 | -79 | -100 | -80 | -81 | -79 | -84 | -67 | -72 |
| F | 1724128487.138 | 129.910 | 63.061 | 51.816 | -80 | -68 | -69 | -86 | -78 | -81 | -78 | -67 |
| G | 1724128456.134 | 85.758 | 39.028 | 51.816 | -78 | -100 | -83 | -63 | -77 | -83 | -77 | -67 |
| H | 1724128696.128 | 60.285 | 71.713 | 51.816 | -83 | -86 | -78 | -100 | -80 | -80 | -65 | -70 |
| I | 1724128747.151 | 130.759 | 63.777 | 51.816 | -100 | -79 | -100 | -64 | -70 | -73 | -100 | -64 |
| J | 1724128594.132 | 55.191 | 1.354 | 51.816 | -84 | -75 | -100 | -100 | -81 | -73 | -62 | -80 |
| K | 1724128557.116 | 129.061 | 71.050 | 51.816 | -80 | -79 | -77 | -80 | -77 | -78 | -83 | -66 |
| L | 1724128803.138 | 45.002 | 64.136 | 51.816 | -74 | -100 | -78 | -75 | -83 | -79 | -67 | -71 |
| M | 1724128816.130 | 78.116 | 75.217 | 51.816 | -80 | -83 | -84 | -66 | -79 | -84 | -79 | -71 |
| N | 1724128485.145 | 133.307 | 53.904 | 51.816 | -74 | -68 | -70 | -78 | -77 | -81 | -79 | -67 |
| O | 1724128971.158 | 45.002 | 22.321 | 51.816 | -100 | -73 | -80 | -100 | -100 | -74 | -64 | -100 |
| P | 1724128715.143 | 41.605 | 32.804 | 51.816 | -79 | -83 | -85 | -100 | -77 | -81 | -81 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128836.144
- **Target RSSI fingerprint:** [-100, -80, -77, -76, -80, -82, -100, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
111.23026650504113,
29.300994873046875,
51.816
] | 16 |
13,205 | **[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 | 1722833525.157 | 52.642 | 103.535 | 60.960 | -89 | -83 | -80 | -84 | -81 | -84 | -87 | -85 |
| B | 1722833706.171 | 90.001 | 103.071 | 60.960 | -83 | -82 | -87 | -87 | -90 | -88 | -78 | -76 |
| C | 1722833422.147 | 64.529 | 11.267 | 60.960 | -89 | -84 | -83 | -87 | -86 | -82 | -83 | -81 |
| D | 1722833724.157 | 46.698 | 98.811 | 60.960 | -91 | -84 | -79 | -87 | -86 | -77 | -85 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833471.163
- **Target RSSI fingerprint:** [-80, -88, -88, -89, -73, -85, -85, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
78.96281771660264,
54.23603534698486,
60.96
] | 4 |
44,199 | **[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 | 1724128930.143 | 130.759 | 68.608 | 51.816 | -71 | -77 | -100 | -80 | -73 | -71 | -100 | -69 |
| B | 1724128502.165 | 112.079 | 97.458 | 51.816 | -100 | -100 | -80 | -82 | -71 | -78 | -77 | -73 |
| C | 1724128694.121 | 69.625 | 75.999 | 51.816 | -100 | -100 | -82 | -83 | -76 | -81 | -64 | -71 |
| D | 1724128786.172 | 45.851 | 20.795 | 51.816 | -77 | -70 | -72 | -67 | -74 | -80 | -66 | -78 |
| E | 1724128672.130 | 129.061 | 73.757 | 51.816 | -100 | -100 | -75 | -70 | -82 | -79 | -77 | -66 |
| F | 1724128461.128 | 92.550 | 20.715 | 51.816 | -100 | -64 | -77 | -100 | -76 | -77 | -100 | -65 |
| G | 1724128975.126 | 37.360 | 40.594 | 51.816 | -78 | -83 | -83 | -79 | -76 | -83 | -64 | -82 |
| H | 1724128599.151 | 52.643 | 4.618 | 51.816 | -76 | -77 | -75 | -66 | -71 | -76 | -66 | -65 |
| I | 1724128991.161 | 6.793 | 111.524 | 51.816 | -81 | -86 | -82 | -79 | -81 | -83 | -66 | -81 |
| J | 1724128875.151 | 78.116 | 78.335 | 51.816 | -100 | -100 | -82 | -80 | -67 | -83 | -64 | -69 |
| K | 1724128600.129 | 51.794 | 8.400 | 51.816 | -77 | -74 | -75 | -65 | -71 | -78 | -65 | -65 |
| L | 1724128790.165 | 37.360 | 39.771 | 51.816 | -75 | -71 | -70 | -65 | -77 | -74 | -66 | -61 |
| M | 1724128824.145 | 91.701 | 39.586 | 51.816 | -76 | -76 | -80 | -100 | -83 | -72 | -76 | -64 |
| N | 1724128611.130 | 28.869 | 54.727 | 51.816 | -81 | -85 | -73 | -68 | -82 | -80 | -64 | -77 |
| O | 1724128974.124 | 39.058 | 36.016 | 51.816 | -78 | -85 | -83 | -78 | -77 | -80 | -65 | -74 |
| P | 1724128401.138 | 37.360 | 36.494 | 51.816 | -76 | -70 | -100 | -82 | -100 | -74 | -83 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128407.134
- **Target RSSI fingerprint:** [-77, -74, -100, -100, -100, -77, -84, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
49.246988223605996,
8.62574577331543,
51.816
] | 16 |
7,907 | **[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 | 1731994248.217 | 61.982 | 10.457 | 51.816 | -88 | -86 | -79 | -85 | -88 | -77 | -80 | -77 |
| B | 1731994753.213 | 61.133 | 111.312 | 51.816 | -92 | -84 | -90 | -89 | -82 | -87 | -85 | -72 |
| C | 1731994412.230 | 92.548 | 98.373 | 51.816 | -81 | -77 | -91 | -92 | -82 | -83 | -84 | -79 |
| D | 1731994758.231 | 40.755 | 93.702 | 51.816 | -92 | -88 | -85 | -85 | -77 | -79 | -78 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994635.219
- **Target RSSI fingerprint:** [-92, -82, -81, -79, -85, -68, -70, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
95.94407296770625,
44.57520008087158,
51.816
] | 4 |
33,306 | **[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 | 1724123340.128 | 92.550 | 87.200 | 60.960 | -81 | -72 | -82 | -69 | -71 | -76 | -77 | -64 |
| B | 1724123111.158 | 73.021 | 47.508 | 60.960 | -78 | -78 | -77 | -76 | -83 | -69 | -85 | -63 |
| C | 1724123573.151 | 12.736 | 47.933 | 60.960 | -69 | -100 | -82 | -74 | -80 | -82 | -75 | -66 |
| D | 1724123481.135 | 20.378 | 18.884 | 60.960 | -71 | -100 | -79 | -83 | -80 | -85 | -75 | -66 |
| E | 1724123204.154 | 51.794 | 55.404 | 60.960 | -75 | -77 | -82 | -78 | -79 | -80 | -80 | -64 |
| F | 1724123529.129 | 114.627 | 46.287 | 60.960 | -100 | -79 | -73 | -73 | -82 | -75 | -83 | -71 |
| G | 1724123498.139 | 29.718 | 54.130 | 60.960 | -77 | -75 | -79 | -79 | -78 | -75 | -80 | -69 |
| H | 1724123272.135 | 105.287 | 53.267 | 60.960 | -100 | -76 | -78 | -81 | -82 | -78 | -82 | -62 |
| I | 1724123058.143 | 23.774 | 25.227 | 60.960 | -100 | -75 | -67 | -75 | -68 | -81 | -61 | -100 |
| J | 1724123306.125 | 16.982 | 23.183 | 60.960 | -79 | -83 | -79 | -75 | -75 | -78 | -71 | -75 |
| K | 1724123697.160 | 3.396 | 57.620 | 60.960 | -86 | -95 | -100 | -95 | -100 | -100 | -88 | -83 |
| L | 1724123598.138 | 28.020 | 7.524 | 60.960 | -83 | -75 | -81 | -100 | -74 | -78 | -78 | -76 |
| M | 1724123079.127 | 76.418 | 27.178 | 60.960 | -78 | -77 | -76 | -75 | -72 | -73 | -72 | -66 |
| N | 1724123294.131 | 41.605 | 30.986 | 60.960 | -75 | -79 | -82 | -79 | -84 | -68 | -79 | -65 |
| O | 1724123246.136 | 39.907 | 7.975 | 60.960 | -74 | -77 | -81 | -78 | -80 | -79 | -81 | -66 |
| P | 1724123082.119 | 89.154 | 33.640 | 60.960 | -85 | -78 | -84 | -77 | -77 | -72 | -80 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123255.141
- **Target RSSI fingerprint:** [-81, -78, -78, -76, -76, -75, -72, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
76.41772549993513,
26.899056434631348,
60.96
] | 16 |
39,096 | **[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 | 1723689772.168 | 222.461 | 113.011 | 42.672 | -100 | -74 | -76 | -84 | -78 | -79 | -77 | -100 |
| B | 1723689921.154 | 163.024 | 97.351 | 42.672 | -79 | -76 | -74 | -83 | -86 | -100 | -100 | -82 |
| C | 1723689331.144 | 10.189 | 69.630 | 42.672 | -100 | -94 | -89 | -84 | -95 | -100 | -100 | -87 |
| D | 1723689795.153 | 213.970 | 61.084 | 42.672 | -82 | -100 | -100 | -84 | -85 | -74 | -84 | -76 |
| E | 1723689794.142 | 218.215 | 65.450 | 42.672 | -80 | -100 | -100 | -84 | -89 | -80 | -84 | -78 |
| F | 1723689821.162 | 148.590 | 19.746 | 42.672 | -90 | -100 | -100 | -91 | -87 | -72 | -83 | -68 |
| G | 1723689584.146 | 28.869 | 70.572 | 42.672 | -81 | -83 | -78 | -76 | -100 | -76 | -79 | -70 |
| H | 1723689599.171 | 101.041 | 38.484 | 42.672 | -100 | -72 | -76 | -82 | -88 | -80 | -80 | -75 |
| I | 1723690167.163 | 205.479 | 99.249 | 42.672 | -100 | -76 | -80 | -83 | -89 | -100 | -86 | -100 |
| J | 1723690068.130 | 194.441 | 48.609 | 42.672 | -76 | -100 | -91 | -100 | -69 | -79 | -75 | -83 |
| K | 1723689579.143 | 11.038 | 77.565 | 42.672 | -80 | -83 | -74 | -76 | -100 | -74 | -75 | -72 |
| L | 1723690168.162 | 209.724 | 103.084 | 42.672 | -100 | -74 | -79 | -83 | -82 | -100 | -87 | -100 |
| M | 1723690011.150 | 157.081 | 2.760 | 42.672 | -89 | -100 | -100 | -86 | -89 | -81 | -80 | -79 |
| N | 1723689980.159 | 228.404 | 104.584 | 42.672 | -79 | -82 | -86 | -84 | -78 | -82 | -81 | -100 |
| O | 1723689640.143 | 135.005 | 76.835 | 42.672 | -82 | -78 | -77 | -100 | -75 | -78 | -78 | -76 |
| P | 1723689950.127 | 146.043 | 40.302 | 42.672 | -81 | -85 | -88 | -86 | -80 | -85 | -80 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689875.148
- **Target RSSI fingerprint:** [-84, -100, -100, -84, -77, -76, -85, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
202.93152959898865,
56.18678092956543,
42.672000000000004
] | 16 |
28,080 | **[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 | 1725941074.141 | 28.868 | 124.423 | 51.816 | -100 | -77 | -77 | -74 | -74 | -81 | -59 | -68 |
| B | 1725941231.161 | 51.793 | 22.931 | 51.816 | -74 | -80 | -82 | -87 | -76 | -73 | -78 | -86 |
| C | 1725941381.144 | 93.397 | 16.601 | 51.816 | -74 | -80 | -77 | -74 | -100 | -72 | -80 | -68 |
| D | 1725941257.155 | 9.340 | 77.499 | 51.816 | -78 | -80 | -72 | -72 | -76 | -74 | -58 | -71 |
| E | 1725941367.144 | 69.624 | 22.254 | 51.816 | -71 | -79 | -76 | -79 | -74 | -76 | -83 | -73 |
| F | 1725941366.160 | 64.529 | 23.090 | 51.816 | -63 | -82 | -77 | -78 | -68 | -71 | -82 | -73 |
| G | 1725941073.155 | 26.321 | 127.236 | 51.816 | -100 | -76 | -79 | -77 | -78 | -81 | -59 | -75 |
| H | 1725940640.160 | 44.152 | 19.003 | 51.816 | -100 | -100 | -100 | -100 | -85 | -88 | -96 | -100 |
| I | 1725941358.166 | 22.925 | 30.044 | 51.816 | -73 | -81 | -78 | -77 | -74 | -72 | -78 | -72 |
| J | 1725940860.125 | 16.981 | 108.207 | 51.816 | -79 | -72 | -79 | -71 | -74 | -79 | -55 | -70 |
| K | 1725941034.139 | 30.566 | 26.461 | 51.816 | -72 | -81 | -76 | -75 | -76 | -78 | -86 | -72 |
| L | 1725940882.160 | 64.529 | 91.499 | 51.816 | -78 | -78 | -78 | -73 | -76 | -80 | -84 | -65 |
| M | 1725941087.159 | 77.265 | 80.843 | 51.816 | -76 | -78 | -80 | -75 | -78 | -79 | -82 | -65 |
| N | 1725941489.153 | 29.717 | 19.879 | 51.816 | -100 | -100 | -100 | -100 | -79 | -67 | -83 | -100 |
| O | 1725940632.157 | 33.114 | 17.835 | 51.816 | -100 | -100 | -100 | -100 | -85 | -93 | -95 | -100 |
| P | 1725940766.146 | 75.567 | 10.736 | 51.816 | -75 | -81 | -81 | -75 | -73 | -69 | -85 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941300.163
- **Target RSSI fingerprint:** [-100, -75, -78, -73, -100, -100, -73, -61]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
107.83164137492726,
54.289116859436035,
51.816
] | 16 |
37,800 | **[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 | 1723691408.138 | 146.043 | 47.176 | 51.816 | -78 | -76 | -88 | -86 | -77 | -100 | -74 | -81 |
| B | 1723691679.135 | 139.250 | 21.020 | 51.816 | -80 | -77 | -100 | -100 | -77 | -68 | -81 | -68 |
| C | 1723691305.150 | 158.779 | 107.225 | 51.816 | -100 | -77 | -76 | -79 | -80 | -80 | -76 | -75 |
| D | 1723691383.160 | 138.401 | 80.312 | 51.816 | -77 | -84 | -79 | -79 | -84 | -77 | -70 | -78 |
| E | 1723691311.137 | 162.175 | 104.358 | 51.816 | -79 | -82 | -79 | -83 | -76 | -84 | -78 | -78 |
| F | 1723691517.132 | 174.912 | 80.020 | 51.816 | -76 | -83 | -83 | -79 | -76 | -79 | -76 | -81 |
| G | 1723691714.150 | 170.666 | 90.517 | 51.816 | -76 | -85 | -73 | -70 | -77 | -82 | -75 | -80 |
| H | 1723691253.133 | 82.361 | 47.176 | 51.816 | -100 | -76 | -75 | -73 | -100 | -75 | -78 | -74 |
| I | 1723691819.185 | 181.704 | 84.532 | 51.816 | -100 | -81 | -84 | -79 | -78 | -78 | -78 | -78 |
| J | 1723691518.128 | 177.459 | 75.853 | 51.816 | -77 | -83 | -87 | -83 | -74 | -80 | -75 | -81 |
| K | 1723691730.129 | 195.290 | 56.001 | 51.816 | -100 | -85 | -100 | -100 | -79 | -81 | -77 | -79 |
| L | 1723691319.154 | 181.704 | 72.416 | 51.816 | -78 | -100 | -84 | -79 | -74 | -80 | -75 | -83 |
| M | 1723691588.169 | 125.665 | 67.082 | 51.816 | -77 | -84 | -74 | -74 | -85 | -76 | -71 | -77 |
| N | 1723691641.182 | 233.499 | 92.468 | 51.816 | -76 | -80 | -87 | -84 | -75 | -84 | -77 | -77 |
| O | 1723691486.155 | 123.967 | 53.546 | 51.816 | -76 | -82 | -73 | -71 | -79 | -71 | -81 | -68 |
| P | 1723691248.161 | 60.285 | 57.501 | 51.816 | -79 | -80 | -79 | -80 | -79 | -75 | -100 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691787.150
- **Target RSSI fingerprint:** [-77, -85, -74, -73, -85, -75, -72, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
123.11745705489611,
68.20974349975586,
51.816
] | 16 |
22,640 | **[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 | 1725943520.170 | 58.586 | 12.076 | 60.960 | -82 | -80 | -74 | -85 | -66 | -70 | -72 | -70 |
| B | 1725943268.153 | 83.209 | 25.479 | 60.960 | -77 | -75 | -76 | -77 | -73 | -76 | -70 | -69 |
| C | 1725943484.169 | 22.076 | 57.036 | 60.960 | -79 | -74 | -74 | -72 | -69 | -76 | -71 | -71 |
| D | 1725943390.163 | 21.227 | 13.629 | 60.960 | -76 | -75 | -79 | -75 | -70 | -74 | -75 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943239.154
- **Target RSSI fingerprint:** [-77, -76, -80, -68, -78, -77, -78, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
73.01984732858226,
69.4571590423584,
60.96
] | 4 |
35,266 | **[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 | 1723689833.149 | 122.268 | 65.343 | 42.672 | -71 | -81 | -78 | -74 | -79 | -74 | -68 | -65 |
| B | 1723689964.147 | 193.592 | 88.221 | 42.672 | -83 | -86 | -100 | -85 | -87 | -87 | -83 | -88 |
| C | 1723690247.154 | 25.473 | 62.052 | 42.672 | -78 | -89 | -82 | -100 | -100 | -100 | -73 | -76 |
| D | 1723690219.149 | 155.383 | 1.924 | 42.672 | -100 | -93 | -89 | -100 | -86 | -87 | -70 | -76 |
| E | 1723690032.162 | 123.117 | 62.318 | 42.672 | -73 | -83 | -80 | -77 | -77 | -77 | -72 | -67 |
| F | 1723689595.143 | 82.361 | 47.110 | 42.672 | -76 | -84 | -80 | -80 | -82 | -81 | -73 | -80 |
| G | 1723690209.179 | 168.119 | 7.007 | 42.672 | -100 | -76 | -82 | -100 | -100 | -86 | -73 | -76 |
| H | 1723690019.148 | 151.137 | 10.431 | 42.672 | -100 | -83 | -81 | -80 | -80 | -80 | -67 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689788.146
- **Target RSSI fingerprint:** [-100, -88, -86, -82, -87, -80, -83, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
236.8949655151374,
88.27455520629883,
42.672000000000004
] | 8 |
5,657 | **[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 | 1722999687.145 | 41.604 | 92.123 | 42.672 | -82 | -78 | -80 | -86 | -84 | -88 | -79 | -67 |
| B | 1722999597.144 | 56.038 | 11.771 | 42.672 | -84 | -75 | -83 | -82 | -85 | -87 | -72 | -70 |
| C | 1723000169.131 | 126.510 | 81.148 | 42.672 | -81 | -83 | -84 | -72 | -79 | -82 | -66 | -70 |
| D | 1722999584.143 | 19.528 | 14.876 | 42.672 | -85 | -74 | -84 | -100 | -77 | -79 | -77 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999721.136
- **Target RSSI fingerprint:** [-85, -87, -86, -81, -75, -77, -67, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
139.24620536028178,
55.65596580505371,
42.672000000000004
] | 4 |
28,969 | **[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 | 1723691393.140 | 123.967 | 64.959 | 51.816 | -79 | -81 | -83 | -80 | -82 | -80 | -78 | -83 |
| B | 1723691505.141 | 157.930 | 107.172 | 51.816 | -73 | -82 | -78 | -76 | -78 | -80 | -81 | -77 |
| C | 1723691478.151 | 144.345 | 18.021 | 51.816 | -77 | -85 | -78 | -100 | -79 | -70 | -72 | -80 |
| D | 1723691715.134 | 174.063 | 86.417 | 51.816 | -100 | -83 | -82 | -78 | -75 | -100 | -84 | -75 |
| E | 1723691303.138 | 154.534 | 102.952 | 51.816 | -73 | -83 | -82 | -78 | -82 | -77 | -81 | -78 |
| F | 1723691421.149 | 191.893 | 88.752 | 51.816 | -73 | -83 | -79 | -77 | -75 | -79 | -82 | -79 |
| G | 1723691863.155 | 169.817 | 24.829 | 51.816 | -100 | -90 | -83 | -78 | -80 | -74 | -78 | -74 |
| H | 1723691516.144 | 172.364 | 84.068 | 51.816 | -100 | -84 | -82 | -78 | -74 | -100 | -78 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691714.150
- **Target RSSI fingerprint:** [-83, -81, -85, -79, -77, -80, -82, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
170.6662680554077,
90.51724910736084,
51.816
] | 8 |
36,999 | **[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 | 1724123557.136 | 53.492 | 61.402 | 60.960 | -75 | -84 | -69 | -81 | -77 | -78 | -81 | -65 |
| B | 1724123094.117 | 111.230 | 47.574 | 60.960 | -84 | -87 | -78 | -85 | -86 | -81 | -83 | -75 |
| C | 1724123377.138 | 61.983 | 34.782 | 60.960 | -72 | -85 | -69 | -80 | -100 | -72 | -73 | -64 |
| D | 1724123458.137 | 99.343 | 59.876 | 60.960 | -82 | -84 | -81 | -79 | -82 | -75 | -83 | -62 |
| E | 1724123227.135 | 11.038 | 40.514 | 60.960 | -100 | -72 | -81 | -78 | -81 | -78 | -78 | -67 |
| F | 1724123143.143 | 19.529 | 51.662 | 60.960 | -100 | -75 | -100 | -77 | -78 | -75 | -69 | -68 |
| G | 1724123105.132 | 100.192 | 61.336 | 60.960 | -83 | -86 | -78 | -76 | -78 | -77 | -84 | -62 |
| H | 1724123582.127 | 15.284 | 35.100 | 60.960 | -100 | -83 | -100 | -72 | -72 | -85 | -64 | -75 |
| I | 1724123131.130 | 14.434 | 29.739 | 60.960 | -73 | -80 | -71 | -76 | -76 | -82 | -66 | -70 |
| J | 1724123486.126 | 11.887 | 36.228 | 60.960 | -76 | -80 | -71 | -78 | -76 | -100 | -68 | -70 |
| K | 1724123540.148 | 84.059 | 27.642 | 60.960 | -79 | -85 | -100 | -100 | -74 | -66 | -100 | -62 |
| L | 1724123495.128 | 16.982 | 47.110 | 60.960 | -80 | -83 | -78 | -79 | -82 | -75 | -80 | -69 |
| M | 1724123493.147 | 10.189 | 43.381 | 60.960 | -82 | -82 | -79 | -80 | -82 | -81 | -70 | -72 |
| N | 1724123273.140 | 102.739 | 57.116 | 60.960 | -71 | -82 | -71 | -81 | -77 | -100 | -81 | -62 |
| O | 1724123351.138 | 114.627 | 47.521 | 60.960 | -100 | -85 | -100 | -83 | -75 | -74 | -84 | -73 |
| P | 1724123554.156 | 60.285 | 48.079 | 60.960 | -73 | -84 | -69 | -77 | -76 | -70 | -72 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123494.143
- **Target RSSI fingerprint:** [-81, -79, -80, -79, -79, -80, -74, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
12.736287583322522,
44.82733726501465,
60.96
] | 16 |
29,950 | **[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 | 1724123327.134 | 53.492 | 66.644 | 60.960 | -79 | -75 | -72 | -76 | -71 | -72 | -74 | -64 |
| B | 1724123256.126 | 80.663 | 28.876 | 60.960 | -100 | -100 | -74 | -81 | -100 | -73 | -73 | -65 |
| C | 1724122947.117 | 0.000 | 61.588 | 60.960 | -100 | -100 | -100 | -92 | -86 | -85 | -100 | -88 |
| D | 1724123555.134 | 57.738 | 52.630 | 60.960 | -80 | -79 | -100 | -81 | -74 | -80 | -73 | -66 |
| E | 1724123115.132 | 56.040 | 38.550 | 60.960 | -73 | -79 | -77 | -78 | -82 | -82 | -68 | -62 |
| F | 1724123254.133 | 72.172 | 24.590 | 60.960 | -82 | -76 | -77 | -84 | -78 | -78 | -75 | -66 |
| G | 1724123165.141 | 91.701 | 84.519 | 60.960 | -82 | -83 | -81 | -86 | -82 | -80 | -83 | -79 |
| H | 1724123544.132 | 73.021 | 21.896 | 60.960 | -82 | -82 | -100 | -79 | -81 | -81 | -65 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123568.161
- **Target RSSI fingerprint:** [-78, -74, -76, -72, -83, -73, -65, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
33.96343355552673,
58.46928596496582,
60.96
] | 8 |
5,893 | **[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 | 1723007828.162 | 204.624 | 2.216 | 51.816 | -100 | -100 | -104 | -100 | -82 | -86 | -96 | -90 |
| B | 1723008452.137 | 22.925 | 83.484 | 51.816 | -77 | -75 | -75 | -77 | -86 | -82 | -74 | -77 |
| C | 1723008021.147 | 21.227 | 50.082 | 51.816 | -81 | -79 | -67 | -71 | -77 | -73 | -63 | -77 |
| D | 1723008241.176 | 7.642 | 74.208 | 51.816 | -83 | -81 | -72 | -70 | -74 | -76 | -83 | -83 |
| E | 1723008364.142 | 74.717 | 87.651 | 51.816 | -85 | -79 | -86 | -82 | -71 | -75 | -73 | -78 |
| F | 1723008050.152 | 107.831 | 8.971 | 51.816 | -78 | -83 | -85 | -77 | -72 | -71 | -83 | -76 |
| G | 1723008548.146 | 47.547 | 40.023 | 51.816 | -84 | -76 | -75 | -77 | -100 | -82 | -65 | -72 |
| H | 1723008518.139 | 150.284 | 25.293 | 51.816 | -91 | -92 | -84 | -82 | -88 | -89 | -73 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723007986.152
- **Target RSSI fingerprint:** [-84, -84, -81, -77, -84, -85, -69, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
70.47216344109906,
76.39756679534912,
51.816
] | 8 |
9,337 | **[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 | 1723009932.165 | 140.095 | 46.738 | 60.960 | -72 | -84 | -84 | -79 | -69 | -75 | -78 | -67 |
| B | 1723010340.164 | 52.642 | 7.524 | 60.960 | -79 | -78 | -74 | -69 | -75 | -76 | -71 | -69 |
| C | 1723010178.137 | 39.057 | 41.616 | 60.960 | -86 | -89 | -84 | -79 | -79 | -72 | -75 | -69 |
| D | 1723009808.164 | 150.284 | 6.556 | 60.960 | -72 | -87 | -84 | -100 | -68 | -65 | -84 | -59 |
| E | 1723010148.154 | 150.284 | 24.404 | 60.960 | -89 | -92 | -90 | -83 | -87 | -82 | -77 | -74 |
| F | 1723010017.151 | 143.492 | 50.613 | 60.960 | -79 | -71 | -75 | -84 | -78 | -81 | -76 | -78 |
| G | 1723009630.159 | 207.171 | 4.220 | 60.960 | -95 | -95 | -96 | -88 | -89 | -91 | -100 | -85 |
| H | 1723009792.148 | 144.341 | 50.852 | 60.960 | -76 | -69 | -76 | -77 | -76 | -77 | -76 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010050.157
- **Target RSSI fingerprint:** [-88, -86, -81, -82, -90, -89, -77, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
95.09496807824581,
14.278926849365234,
60.96
] | 8 |
39,105 | **[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 | 1724130139.127 | 109.532 | 56.107 | 60.960 | -80 | -76 | -82 | -82 | -72 | -74 | -72 | -75 |
| B | 1724130029.128 | 67.078 | 72.934 | 60.960 | -100 | -77 | -82 | -75 | -75 | -71 | -74 | -69 |
| C | 1724129808.119 | 53.492 | 20.635 | 60.960 | -78 | -100 | -78 | -76 | -100 | -74 | -77 | -68 |
| D | 1724130478.122 | 0.849 | 120.216 | 60.960 | -100 | -100 | -94 | -90 | -100 | -100 | -89 | -71 |
| E | 1724130176.163 | 81.512 | 12.859 | 60.960 | -76 | -77 | -83 | -77 | -78 | -76 | -72 | -63 |
| F | 1724130215.122 | 78.116 | 77.751 | 60.960 | -79 | -78 | -80 | -73 | -75 | -69 | -74 | -69 |
| G | 1724129974.124 | 146.043 | 43.328 | 60.960 | -76 | -100 | -66 | -76 | -74 | -69 | -76 | -80 |
| H | 1724130189.132 | 51.794 | 7.339 | 60.960 | -83 | -76 | -82 | -81 | -77 | -79 | -69 | -70 |
| I | 1724130065.133 | 145.194 | 42.213 | 60.960 | -77 | -79 | -80 | -82 | -75 | -70 | -70 | -74 |
| J | 1724130057.129 | 111.230 | 25.944 | 60.960 | -82 | -77 | -81 | -78 | -76 | -74 | -71 | -76 |
| K | 1724129912.136 | 86.607 | 79.357 | 60.960 | -80 | -77 | -83 | -85 | -80 | -73 | -75 | -64 |
| L | 1724130280.130 | 76.418 | 77.579 | 60.960 | -79 | -78 | -80 | -83 | -79 | -70 | -77 | -62 |
| M | 1724130246.145 | 135.854 | 40.103 | 60.960 | -79 | -79 | -82 | -83 | -76 | -72 | -74 | -74 |
| N | 1724130012.120 | 38.209 | 41.178 | 60.960 | -78 | -75 | -80 | -78 | -78 | -81 | -68 | -69 |
| O | 1724129923.127 | 36.511 | 53.652 | 60.960 | -78 | -79 | -84 | -85 | -78 | -75 | -76 | -65 |
| P | 1724129893.130 | 129.910 | 70.957 | 60.960 | -83 | -78 | -83 | -80 | -75 | -81 | -70 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130031.138
- **Target RSSI fingerprint:** [-100, -80, -83, -81, -75, -69, -77, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
74.71956749687213,
76.64970397949219,
60.96
] | 16 |
32,132 | **[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 | 1723693060.141 | 106.985 | 25.280 | 60.960 | -74 | -75 | -79 | -100 | -80 | -82 | -76 | -73 |
| B | 1723693514.158 | 162.175 | 92.123 | 60.960 | -83 | -82 | -88 | -84 | -82 | -81 | -83 | -81 |
| C | 1723693153.137 | 221.611 | 92.707 | 60.960 | -83 | -80 | -75 | -64 | -83 | -78 | -78 | -70 |
| D | 1723693464.136 | 171.515 | 23.648 | 60.960 | -78 | -82 | -82 | -85 | -73 | -79 | -74 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693623.158
- **Target RSSI fingerprint:** [-76, -73, -82, -65, -78, -73, -75, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
185.94980885963847,
81.58628463745117,
60.96
] | 4 |
27,847 | **[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 | 1725943137.169 | 103.586 | 24.192 | 60.960 | -71 | -76 | -74 | -78 | -72 | -74 | -66 | -67 |
| B | 1725943394.159 | 3.396 | 17.119 | 60.960 | -75 | -79 | -77 | -77 | -74 | -77 | -74 | -71 |
| C | 1725943530.163 | 101.039 | 1.871 | 60.960 | -81 | -75 | -84 | -78 | -79 | -72 | -70 | -69 |
| D | 1725943166.175 | 62.831 | 57.620 | 60.960 | -79 | -75 | -69 | -78 | -74 | -76 | -75 | -62 |
| E | 1725942900.152 | 33.963 | 20.290 | 60.960 | -100 | -78 | -100 | -69 | -78 | -69 | -74 | -100 |
| F | 1725943186.164 | 33.963 | 12.434 | 60.960 | -74 | -76 | -77 | -73 | -74 | -76 | -69 | -71 |
| G | 1725943447.154 | 96.794 | 52.206 | 60.960 | -66 | -78 | -66 | -77 | -72 | -74 | -73 | -64 |
| H | 1725943086.176 | 9.340 | 62.994 | 60.960 | -80 | -76 | -76 | -65 | -74 | -73 | -77 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943057.162
- **Target RSSI fingerprint:** [-73, -77, -75, -79, -73, -76, -79, -59]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
103.58629504752368,
24.89522933959961,
60.96
] | 8 |
6,254 | **[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 | 1731999704.231 | 53.491 | 106.588 | 42.672 | -85 | -84 | -77 | -76 | -78 | -76 | -72 | -82 |
| B | 1731999798.211 | 53.491 | 163.717 | 42.672 | -83 | -86 | -82 | -83 | -84 | -80 | -77 | -81 |
| C | 1732000110.222 | 56.887 | 103.137 | 42.672 | -89 | -91 | -82 | -83 | -92 | -79 | -77 | -80 |
| D | 1731999882.226 | 32.264 | 134.402 | 42.672 | -91 | -87 | -88 | -81 | -75 | -84 | -90 | -88 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1732000099.252
- **Target RSSI fingerprint:** [-87, -78, -78, -81, -80, -82, -73, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
49.24563004279892,
108.6976671218872,
42.672000000000004
] | 4 |
1,929 | **[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 | 1722841346.172 | 26.321 | 136.114 | 60.960 | -75 | -75 | -82 | -71 | -77 | -73 | -76 | -73 |
| B | 1722840842.182 | 18.679 | 132.783 | 60.960 | -80 | -86 | -83 | -70 | -81 | -74 | -81 | -72 |
| C | 1722840939.164 | 12.736 | 125.684 | 60.960 | -80 | -79 | -79 | -67 | -72 | -71 | -73 | -72 |
| D | 1722841067.158 | 64.529 | 137.879 | 60.960 | -82 | -85 | -76 | -72 | -70 | -75 | -69 | -69 |
| E | 1722841318.162 | 101.888 | 173.882 | 60.960 | -74 | -75 | -73 | -76 | -71 | -76 | -73 | -70 |
| F | 1722841316.193 | 106.982 | 165.017 | 60.960 | -79 | -81 | -79 | -88 | -71 | -77 | -72 | -72 |
| G | 1722840793.172 | 0.000 | 10.908 | 60.960 | -79 | -79 | -70 | -74 | -82 | -79 | -79 | -81 |
| H | 1722841256.168 | 30.566 | 143.493 | 60.960 | -86 | -83 | -85 | -74 | -83 | -73 | -82 | -74 |
| I | 1722841360.170 | 25.472 | 109.773 | 60.960 | -90 | -80 | -78 | -75 | -75 | -85 | -72 | -79 |
| J | 1722840927.171 | 56.038 | 163.557 | 60.960 | -80 | -77 | -83 | -78 | -82 | -74 | -78 | -73 |
| K | 1722841291.157 | 104.435 | 92.919 | 60.960 | -90 | -82 | -86 | -83 | -79 | -74 | -80 | -73 |
| L | 1722841127.159 | 76.416 | 181.552 | 60.960 | -79 | -77 | -81 | -88 | -79 | -74 | -75 | -75 |
| M | 1722841324.161 | 90.001 | 194.464 | 60.960 | -76 | -84 | -80 | -86 | -77 | -75 | -73 | -76 |
| N | 1722840621.165 | 2.547 | 6.423 | 60.960 | -100 | -74 | -83 | -97 | -100 | -90 | -99 | -100 |
| O | 1722841071.156 | 76.416 | 121.796 | 60.960 | -75 | -81 | -75 | -73 | -68 | -72 | -64 | -67 |
| P | 1722840928.175 | 52.642 | 160.227 | 60.960 | -79 | -76 | -79 | -74 | -77 | -73 | -74 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841284.158
- **Target RSSI fingerprint:** [-77, -82, -73, -77, -70, -77, -68, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
101.03844359317571,
91.97699069976807,
60.96
] | 16 |
44,925 | **[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 | 1724123541.137 | 78.965 | 25.386 | 60.960 | -74 | -85 | -100 | -82 | -83 | -77 | -70 | -64 |
| B | 1724123397.139 | 16.133 | 45.438 | 60.960 | -86 | -80 | -78 | -79 | -75 | -75 | -69 | -65 |
| C | 1724123185.131 | 92.550 | 31.159 | 60.960 | -74 | -81 | -76 | -81 | -73 | -75 | -67 | -61 |
| D | 1724123484.135 | 16.133 | 27.536 | 60.960 | -86 | -79 | -77 | -71 | -78 | -82 | -84 | -74 |
| E | 1724123399.131 | 10.189 | 42.080 | 60.960 | -88 | -82 | -80 | -79 | -82 | -79 | -80 | -66 |
| F | 1724123064.139 | 33.114 | 4.618 | 60.960 | -79 | -79 | -75 | -71 | -72 | -78 | -76 | -76 |
| G | 1724123328.307 | 57.738 | 68.873 | 60.960 | -88 | -80 | -76 | -75 | -82 | -78 | -77 | -66 |
| H | 1724123563.143 | 50.096 | 67.400 | 60.960 | -100 | -81 | -83 | -83 | -84 | -83 | -78 | -77 |
| I | 1724123361.126 | 101.890 | 35.896 | 60.960 | -76 | -81 | -77 | -82 | -77 | -78 | -67 | -62 |
| J | 1724123343.131 | 95.947 | 81.865 | 60.960 | -78 | -80 | -78 | -81 | -73 | -75 | -77 | -73 |
| K | 1724123512.138 | 89.154 | 87.531 | 60.960 | -81 | -79 | -77 | -85 | -84 | -76 | -75 | -66 |
| L | 1724123099.139 | 101.890 | 63.233 | 60.960 | -75 | -73 | -75 | -79 | -74 | -75 | -75 | -63 |
| M | 1724123282.165 | 93.399 | 57.023 | 60.960 | -72 | -84 | -76 | -82 | -77 | -72 | -71 | -61 |
| N | 1724123558.140 | 51.794 | 64.905 | 60.960 | -84 | -85 | -100 | -79 | -80 | -78 | -81 | -63 |
| O | 1724123604.149 | 16.133 | 35.153 | 60.960 | -86 | -77 | -77 | -75 | -74 | -78 | -84 | -77 |
| P | 1724123438.140 | 101.890 | 39.201 | 60.960 | -74 | -82 | -78 | -81 | -83 | -76 | -73 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123151.153
- **Target RSSI fingerprint:** [-89, -82, -76, -77, -83, -79, -77, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
56.0396653666191,
71.1557674407959,
60.96
] | 16 |
13,967 | **[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 | 1723009978.165 | 8.491 | 85.209 | 60.960 | -84 | -82 | -89 | -73 | -82 | -73 | -71 | -85 |
| B | 1723009819.153 | 98.491 | 5.467 | 60.960 | -80 | -80 | -77 | -87 | -72 | -80 | -88 | -68 |
| C | 1723010220.139 | 89.152 | 86.377 | 60.960 | -61 | -84 | -83 | -75 | -84 | -76 | -70 | -72 |
| D | 1723010350.169 | 98.491 | 9.979 | 60.960 | -79 | -89 | -86 | -74 | -85 | -74 | -76 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723009806.149
- **Target RSSI fingerprint:** [-100, -79, -74, -83, -77, -78, -82, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
155.37838534213378,
6.608648300170898,
60.96
] | 4 |
33,960 | **[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 | 1723690083.148 | 230.951 | 85.262 | 42.672 | -88 | -85 | -83 | -84 | -87 | -84 | -100 | -100 |
| B | 1723690112.152 | 193.592 | 123.786 | 42.672 | -86 | -83 | -100 | -83 | -81 | -72 | -74 | -80 |
| C | 1723689742.143 | 140.948 | 41.735 | 42.672 | -100 | -86 | -77 | -86 | -77 | -80 | -85 | -79 |
| D | 1723690013.148 | 156.232 | 1.407 | 42.672 | -85 | -78 | -100 | -85 | -84 | -77 | -76 | -80 |
| E | 1723689794.142 | 218.215 | 65.450 | 42.672 | -89 | -89 | -80 | -84 | -89 | -80 | -80 | -78 |
| F | 1723690009.156 | 162.175 | 8.400 | 42.672 | -87 | -80 | -91 | -89 | -88 | -89 | -81 | -82 |
| G | 1723689840.138 | 134.156 | 78.123 | 42.672 | -83 | -85 | -84 | -84 | -74 | -82 | -79 | -77 |
| H | 1723689881.146 | 223.310 | 76.185 | 42.672 | -89 | -85 | -83 | -84 | -88 | -89 | -92 | -85 |
| I | 1723689594.157 | 78.116 | 49.180 | 42.672 | -85 | -85 | -80 | -71 | -82 | -82 | -79 | -73 |
| J | 1723689732.143 | 128.212 | 65.728 | 42.672 | -86 | -83 | -74 | -85 | -89 | -83 | -75 | -78 |
| K | 1723689929.160 | 133.306 | 71.076 | 42.672 | -89 | -85 | -77 | -82 | -88 | -79 | -75 | -78 |
| L | 1723689327.132 | 5.095 | 69.882 | 42.672 | -82 | -100 | -100 | -72 | -100 | -100 | -100 | -93 |
| M | 1723689802.167 | 189.346 | 33.906 | 42.672 | -87 | -85 | -85 | -87 | -85 | -82 | -78 | -80 |
| N | 1723689954.137 | 158.779 | 52.856 | 42.672 | -83 | -87 | -100 | -81 | -74 | -88 | -77 | -79 |
| O | 1723690153.151 | 157.081 | 50.573 | 42.672 | -82 | -88 | -82 | -82 | -76 | -86 | -75 | -80 |
| P | 1723689903.136 | 208.026 | 136.433 | 42.672 | -85 | -86 | -79 | -100 | -78 | -67 | -75 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689789.148
- **Target RSSI fingerprint:** [-88, -88, -81, -100, -87, -87, -90, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
236.04587961723368,
86.46978378295898,
42.672000000000004
] | 16 |
9,242 | **[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 | 1723004340.138 | 98.491 | 45.902 | 60.960 | -72 | -68 | -83 | -82 | -74 | -85 | -75 | -75 |
| B | 1723004672.138 | 19.528 | 9.740 | 60.960 | -71 | -85 | -79 | -76 | -71 | -74 | -76 | -66 |
| C | 1723004773.134 | 60.283 | 90.305 | 60.960 | -70 | -77 | -81 | -84 | -85 | -88 | -87 | -81 |
| D | 1723004599.150 | 121.416 | 11.811 | 60.960 | -85 | -74 | -81 | -69 | -78 | -74 | -66 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004450.142
- **Target RSSI fingerprint:** [-72, -80, -80, -80, -73, -76, -82, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
18.679368733367184,
25.412774085998535,
60.96
] | 4 |
6,285 | **[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 | 1722828916.150 | 115.473 | 76.119 | 42.672 | -84 | -94 | -81 | -81 | -83 | -93 | -83 | -77 |
| B | 1722828539.149 | 67.076 | 116.156 | 42.672 | -84 | -96 | -85 | -85 | -85 | -79 | -95 | -80 |
| C | 1722828684.152 | 49.246 | 79.198 | 42.672 | -87 | -83 | -87 | -84 | -76 | -86 | -79 | -76 |
| D | 1722828905.163 | 124.812 | 63.658 | 42.672 | -87 | -88 | -83 | -84 | -80 | -77 | -81 | -76 |
| E | 1722828889.153 | 83.208 | 47.787 | 42.672 | -85 | -80 | -75 | -78 | -79 | -79 | -77 | -79 |
| F | 1722828613.143 | 123.114 | 67.652 | 42.672 | -90 | -74 | -84 | -76 | -72 | -79 | -87 | -78 |
| G | 1722828462.176 | 2.547 | 54.289 | 42.672 | -89 | -87 | -83 | -84 | -100 | -80 | -73 | -76 |
| H | 1722828496.154 | 94.246 | 37.422 | 42.672 | -88 | -81 | -80 | -85 | -83 | -78 | -78 | -76 |
| I | 1722829006.166 | 122.265 | 70.877 | 42.672 | -90 | -76 | -83 | -80 | -73 | -82 | -89 | -81 |
| J | 1722828830.142 | 76.416 | 11.917 | 42.672 | -95 | -88 | -82 | -85 | -76 | -88 | -87 | -84 |
| K | 1722829084.153 | 63.680 | 8.573 | 42.672 | -93 | -85 | -80 | -81 | -88 | -81 | -85 | -79 |
| L | 1722828559.160 | 3.396 | 56.864 | 42.672 | -84 | -91 | -100 | -100 | -100 | -77 | -80 | -73 |
| M | 1722828468.184 | 4.245 | 61.044 | 42.672 | -95 | -85 | -87 | -87 | -82 | -83 | -77 | -78 |
| N | 1722828745.148 | 49.246 | 95.812 | 42.672 | -87 | -82 | -82 | -78 | -86 | -81 | -84 | -78 |
| O | 1722828471.154 | 15.283 | 73.160 | 42.672 | -90 | -88 | -86 | -88 | -89 | -82 | -77 | -78 |
| P | 1722828893.161 | 91.699 | 41.324 | 42.672 | -92 | -83 | -88 | -86 | -81 | -82 | -82 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828912.147
- **Target RSSI fingerprint:** [-101, -91, -86, -84, -86, -98, -85, -98]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
126.51032173073173,
65.4893159866333,
42.672000000000004
] | 16 |
7,473 | **[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 | 1723004968.156 | 9.340 | 52.484 | 60.960 | -88 | -79 | -84 | -86 | -81 | -76 | -77 | -70 |
| B | 1723004865.144 | 10.189 | 86.642 | 60.960 | -87 | -88 | -80 | -83 | -84 | -84 | -88 | -75 |
| C | 1723005061.162 | 79.812 | 5.043 | 60.960 | -71 | -85 | -82 | -84 | -83 | -88 | -79 | -66 |
| D | 1723004449.177 | 16.981 | 30.243 | 60.960 | -86 | -81 | -76 | -78 | -75 | -84 | -71 | -77 |
| E | 1723004646.132 | 12.736 | 85.461 | 60.960 | -87 | -87 | -78 | -83 | -81 | -85 | -83 | -74 |
| F | 1723004689.155 | 79.812 | 11.957 | 60.960 | -78 | -78 | -88 | -80 | -78 | -68 | -72 | -59 |
| G | 1723004996.143 | 80.661 | 91.645 | 60.960 | -76 | -81 | -81 | -76 | -82 | -72 | -70 | -72 |
| H | 1723004889.153 | 21.227 | 11.373 | 60.960 | -86 | -83 | -77 | -78 | -75 | -83 | -73 | -67 |
| I | 1723004918.158 | 130.756 | 13.615 | 60.960 | -79 | -76 | -76 | -66 | -77 | -69 | -73 | -70 |
| J | 1723004718.137 | 124.812 | 50.427 | 60.960 | -90 | -86 | -88 | -85 | -87 | -84 | -85 | -80 |
| K | 1723004886.161 | 17.830 | 24.789 | 60.960 | -87 | -82 | -77 | -79 | -74 | -81 | -72 | -78 |
| L | 1723004341.155 | 101.038 | 50.268 | 60.960 | -75 | -69 | -82 | -79 | -81 | -79 | -71 | -100 |
| M | 1723004554.159 | 56.038 | 91.884 | 60.960 | -79 | -76 | -86 | -83 | -82 | -84 | -70 | -79 |
| N | 1723004670.156 | 18.679 | 14.213 | 60.960 | -87 | -83 | -78 | -83 | -73 | -80 | -71 | -69 |
| O | 1723005027.148 | 92.548 | 28.266 | 60.960 | -83 | -81 | -78 | -78 | -78 | -79 | -72 | -63 |
| P | 1723004198.128 | 75.567 | 3.225 | 60.960 | -94 | -100 | -85 | -93 | -94 | -85 | -94 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004858.143
- **Target RSSI fingerprint:** [-76, -86, -84, -80, -88, -82, -86, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
45.849359618264906,
88.72574806213379,
60.96
] | 16 |
32,472 | **[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 | 1723691413.136 | 163.024 | 62.795 | 51.816 | -75 | -84 | -87 | -81 | -76 | -79 | -77 | -75 |
| B | 1723691560.160 | 204.630 | 138.052 | 51.816 | -69 | -87 | -70 | -80 | -80 | -75 | -100 | -79 |
| C | 1723691667.163 | 157.081 | 6.741 | 51.816 | -100 | -83 | -83 | -80 | -84 | -75 | -75 | -75 |
| D | 1723691656.139 | 196.988 | 49.193 | 51.816 | -100 | -85 | -84 | -76 | -84 | -76 | -71 | -71 |
| E | 1723691697.142 | 129.910 | 77.950 | 51.816 | -74 | -80 | -84 | -80 | -75 | -82 | -79 | -76 |
| F | 1723691279.131 | 140.099 | 31.597 | 51.816 | -78 | -80 | -83 | -100 | -72 | -68 | -68 | -81 |
| G | 1723691661.150 | 178.308 | 29.513 | 51.816 | -100 | -82 | -88 | -75 | -77 | -77 | -74 | -71 |
| H | 1723691578.140 | 162.175 | 99.355 | 51.816 | -78 | -85 | -85 | -76 | -84 | -79 | -78 | -72 |
| I | 1723691675.140 | 149.439 | 3.318 | 51.816 | -100 | -82 | -73 | -76 | -76 | -86 | -72 | -68 |
| J | 1723691827.130 | 212.271 | 110.516 | 51.816 | -74 | -85 | -80 | -79 | -75 | -84 | -81 | -79 |
| K | 1723691888.136 | 97.645 | 28.850 | 51.816 | -73 | -79 | -100 | -78 | -79 | -76 | -76 | -63 |
| L | 1723691582.133 | 146.892 | 85.780 | 51.816 | -85 | -84 | -83 | -77 | -83 | -79 | -76 | -69 |
| M | 1723691579.152 | 158.779 | 95.958 | 51.816 | -78 | -85 | -80 | -76 | -85 | -80 | -81 | -73 |
| N | 1723691286.149 | 124.816 | 58.429 | 51.816 | -76 | -84 | -83 | -100 | -83 | -70 | -69 | -80 |
| O | 1723691740.265 | 227.555 | 90.093 | 51.816 | -77 | -79 | -75 | -79 | -80 | -76 | -80 | -82 |
| P | 1723691300.164 | 142.646 | 91.645 | 51.816 | -73 | -82 | -83 | -100 | -79 | -81 | -79 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691595.138
- **Target RSSI fingerprint:** [-100, -84, -83, -78, -75, -79, -79, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
126.51380069778979,
61.893043518066406,
51.816
] | 16 |
688 | **[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 | -90 | -89 | -82 | -82 | -82 | -86 | -75 | -78 |
| B | 1732000276.227 | 6.793 | 0.265 | 42.672 | -85 | -100 | -91 | -91 | -87 | -91 | -94 | -83 |
| C | 1732000117.243 | 85.755 | 128.126 | 42.672 | -90 | -87 | -91 | -85 | -81 | -84 | -79 | -82 |
| D | 1732000072.215 | 88.303 | 185.560 | 42.672 | -89 | -89 | -86 | -76 | -76 | -92 | -89 | -82 |
| E | 1731999991.231 | 36.510 | 147.115 | 42.672 | -91 | -91 | -89 | -89 | -86 | -78 | -78 | -85 |
| F | 1731999942.221 | 144.341 | 121.159 | 42.672 | -84 | -79 | -86 | -100 | -77 | -78 | -76 | -63 |
| G | 1731999834.236 | 140.944 | 122.817 | 42.672 | -81 | -85 | -85 | -90 | -87 | -87 | -92 | -84 |
| H | 1731999638.230 | 90.001 | 134.986 | 42.672 | -87 | -81 | -82 | -76 | -80 | -77 | -76 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999998.224
- **Target RSSI fingerprint:** [-90, -92, -88, -88, -87, -82, -77, -93]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
59.434381086136625,
167.84374237060547,
42.672000000000004
] | 8 |
22,133 | **[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 | 1725941064.139 | 19.529 | 123.746 | 51.816 | -80 | -75 | -76 | -79 | -72 | -79 | -56 | -71 |
| B | 1725941288.171 | 73.869 | 83.723 | 51.816 | -78 | -69 | -79 | -78 | -76 | -80 | -83 | -65 |
| C | 1725941291.170 | 84.907 | 73.651 | 51.816 | -79 | -69 | -77 | -80 | -76 | -79 | -82 | -63 |
| D | 1725941118.155 | 73.020 | 41.895 | 51.816 | -74 | -85 | -75 | -76 | -78 | -70 | -83 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725940881.147
- **Target RSSI fingerprint:** [-82, -72, -79, -81, -73, -79, -84, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
61.132899047202855,
95.04244804382324,
51.816
] | 4 |
30,907 | **[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 | 1723696362.155 | 20.378 | 41.231 | 42.672 | -80 | -78 | -73 | -79 | -74 | -76 | -70 | -72 |
| B | 1723696635.151 | 72.172 | 75.416 | 42.672 | -75 | -85 | -77 | -78 | -72 | -70 | -75 | -69 |
| C | 1723696598.149 | 63.681 | 39.798 | 42.672 | -85 | -77 | -75 | -76 | -79 | -78 | -77 | -63 |
| D | 1723696570.147 | 119.721 | 42.996 | 42.672 | -63 | -100 | -76 | -72 | -73 | -66 | -75 | -84 |
| E | 1723696622.176 | 21.227 | 47.667 | 42.672 | -83 | -77 | -100 | -72 | -68 | -68 | -66 | -66 |
| F | 1723696713.148 | 23.774 | 39.798 | 42.672 | -78 | -80 | -77 | -82 | -83 | -75 | -78 | -77 |
| G | 1723696833.162 | 124.816 | 49.711 | 42.672 | -82 | -76 | -75 | -80 | -77 | -78 | -84 | -86 |
| H | 1723696512.121 | 67.078 | 57.182 | 42.672 | -87 | -86 | -80 | -76 | -71 | -75 | -67 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696528.159
- **Target RSSI fingerprint:** [-100, -82, -75, -77, -79, -78, -72, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
26.321661062669452,
51.03787422180176,
42.672000000000004
] | 8 |
12,183 | **[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 | 1722828449.140 | 41.604 | 27.125 | 42.672 | -85 | -86 | -91 | -72 | -84 | -86 | -74 | -78 |
| B | 1722828624.151 | 106.133 | 39.360 | 42.672 | -100 | -91 | -80 | -89 | -77 | -80 | -69 | -77 |
| C | 1722828549.160 | 39.057 | 90.451 | 42.672 | -81 | -90 | -81 | -91 | -83 | -75 | -79 | -77 |
| D | 1722828748.171 | 37.359 | 85.475 | 42.672 | -82 | -91 | -80 | -86 | -84 | -75 | -71 | -77 |
| E | 1722828448.209 | 46.698 | 24.059 | 42.672 | -86 | -86 | -87 | -73 | -85 | -87 | -74 | -81 |
| F | 1722828744.156 | 52.642 | 99.329 | 42.672 | -88 | -84 | -79 | -84 | -82 | -81 | -87 | -77 |
| G | 1722828964.137 | 5.094 | 55.192 | 42.672 | -87 | -90 | -82 | -76 | -86 | -86 | -78 | -74 |
| H | 1722828781.192 | 45.849 | 47.136 | 42.672 | -89 | -91 | -88 | -78 | -83 | -84 | -90 | -75 |
| I | 1722828959.160 | 4.245 | 55.483 | 42.672 | -67 | -89 | -76 | -78 | -75 | -71 | -80 | -71 |
| J | 1722828941.158 | 51.793 | 99.461 | 42.672 | -85 | -83 | -82 | -83 | -80 | -83 | -88 | -80 |
| K | 1722828828.144 | 84.057 | 17.796 | 42.672 | -100 | -99 | -83 | -90 | -76 | -82 | -67 | -78 |
| L | 1722828442.141 | 67.925 | 10.922 | 42.672 | -88 | -94 | -96 | -89 | -86 | -88 | -88 | -93 |
| M | 1722828874.152 | 33.113 | 87.067 | 42.672 | -87 | -88 | -83 | -94 | -90 | -82 | -86 | -83 |
| N | 1722828339.164 | 67.076 | 8.148 | 42.672 | -100 | -84 | -92 | -87 | -88 | -86 | -85 | -88 |
| O | 1722828514.161 | 119.718 | 55.298 | 42.672 | -100 | -78 | -77 | -80 | -83 | -80 | -74 | -74 |
| P | 1722828942.156 | 48.397 | 96.024 | 42.672 | -84 | -81 | -84 | -87 | -80 | -77 | -84 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828792.159
- **Target RSSI fingerprint:** [-91, -86, -86, -73, -86, -85, -87, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
89.15156900487807,
82.97967433929443,
42.672000000000004
] | 16 |
40,892 | **[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 | 1724126984.130 | 95.947 | 19.614 | 42.672 | -85 | -100 | -81 | -100 | -89 | -83 | -70 | -69 |
| B | 1724126740.125 | 31.416 | 53.241 | 42.672 | -82 | -83 | -83 | -81 | -100 | -82 | -83 | -80 |
| C | 1724126665.149 | 73.870 | 75.031 | 42.672 | -100 | -87 | -84 | -70 | -79 | -79 | -79 | -81 |
| D | 1724126678.134 | 97.645 | 23.343 | 42.672 | -79 | -86 | -100 | -93 | -74 | -77 | -69 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724127152.124
- **Target RSSI fingerprint:** [-71, -100, -82, -91, -75, -74, -81, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
140.94827726495132,
44.946770668029785,
42.672000000000004
] | 4 |
24,124 | **[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 | 1725941258.137 | 10.189 | 82.263 | 51.816 | -84 | -72 | -77 | -56 | -80 | -75 | -74 | -68 |
| B | 1725941220.136 | 56.888 | 45.332 | 51.816 | -88 | -100 | -74 | -80 | -72 | -78 | -76 | -60 |
| C | 1725940862.156 | 19.529 | 117.934 | 51.816 | -72 | -69 | -73 | -55 | -75 | -77 | -64 | -72 |
| D | 1725941096.153 | 106.134 | 54.369 | 51.816 | -67 | -81 | -75 | -78 | -78 | -80 | -76 | -61 |
| E | 1725941256.157 | 8.491 | 72.549 | 51.816 | -87 | -73 | -75 | -64 | -77 | -73 | -78 | -73 |
| F | 1725941001.149 | 78.963 | 76.066 | 51.816 | -74 | -79 | -81 | -76 | -77 | -75 | -75 | -69 |
| G | 1725941284.179 | 58.586 | 97.166 | 51.816 | -68 | -73 | -79 | -80 | -77 | -77 | -74 | -68 |
| H | 1725941117.162 | 77.265 | 39.652 | 51.816 | -86 | -75 | -80 | -84 | -78 | -74 | -78 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941314.151
- **Target RSSI fingerprint:** [-84, -77, -79, -85, -70, -73, -77, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
86.60494031687071,
37.97982215881348,
51.816
] | 8 |
18,993 | **[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 | 1722841219.173 | 83.208 | 72.270 | 60.960 | -87 | -79 | -75 | -68 | -80 | -75 | -72 | -79 |
| B | 1722840855.170 | 48.397 | 156.909 | 60.960 | -90 | -81 | -79 | -100 | -82 | -75 | -83 | -81 |
| C | 1722841339.171 | 52.642 | 159.444 | 60.960 | -76 | -77 | -79 | -83 | -83 | -73 | -71 | -75 |
| D | 1722841337.178 | 59.434 | 165.800 | 60.960 | -77 | -79 | -80 | -86 | -83 | -73 | -73 | -76 |
| E | 1722840969.179 | 73.019 | 119.128 | 60.960 | -79 | -77 | -83 | -85 | -79 | -73 | -71 | -71 |
| F | 1722841195.170 | 125.661 | 134.164 | 60.960 | -73 | -85 | -80 | -79 | -79 | -80 | -70 | -67 |
| G | 1722840811.157 | 64.529 | 63.207 | 60.960 | -100 | -75 | -83 | -75 | -78 | -75 | -77 | -76 |
| H | 1722840619.165 | 2.547 | 4.764 | 60.960 | -100 | -96 | -100 | -78 | -85 | -100 | -90 | -84 |
| I | 1722841402.170 | 130.756 | 128.072 | 60.960 | -73 | -90 | -81 | -77 | -85 | -82 | -70 | -69 |
| J | 1722841319.161 | 99.340 | 178.234 | 60.960 | -78 | -90 | -79 | -84 | -78 | -72 | -82 | -73 |
| K | 1722841132.147 | 57.736 | 164.898 | 60.960 | -76 | -82 | -81 | -85 | -82 | -75 | -75 | -77 |
| L | 1722841157.184 | 33.113 | 101.266 | 60.960 | -89 | -74 | -85 | -75 | -78 | -77 | -83 | -72 |
| M | 1722841409.160 | 137.548 | 117.323 | 60.960 | -75 | -90 | -76 | -72 | -75 | -79 | -72 | -74 |
| N | 1722841024.168 | 67.925 | 64.242 | 60.960 | -89 | -78 | -83 | -76 | -74 | -79 | -80 | -72 |
| O | 1722841330.179 | 85.755 | 188.983 | 60.960 | -76 | -90 | -72 | -79 | -80 | -72 | -80 | -75 |
| P | 1722841049.149 | 21.227 | 134.031 | 60.960 | -89 | -73 | -89 | -86 | -80 | -77 | -75 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841107.177
- **Target RSSI fingerprint:** [-78, -89, -86, -74, -76, -74, -76, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
116.32156951483253,
148.1770420074463,
60.96
] | 16 |
3,072 | **[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 | 1722834004.143 | 77.265 | 15.221 | 60.960 | -80 | -88 | -81 | -79 | -82 | -84 | -79 | -88 |
| B | 1722833922.151 | 39.906 | 91.818 | 60.960 | -85 | -85 | -77 | -84 | -78 | -86 | -87 | -88 |
| C | 1722833787.153 | 128.208 | 69.178 | 60.960 | -81 | -82 | -78 | -80 | -100 | -81 | -80 | -74 |
| D | 1722833561.175 | 39.906 | 38.126 | 60.960 | -92 | -89 | -84 | -77 | -77 | -88 | -80 | -86 |
| E | 1722833872.154 | 100.189 | 36.122 | 60.960 | -87 | -85 | -85 | -87 | -86 | -79 | -77 | -75 |
| F | 1722833711.178 | 75.567 | 119.460 | 60.960 | -81 | -82 | -79 | -82 | -81 | -84 | -79 | -87 |
| G | 1722833465.161 | 56.038 | 75.601 | 60.960 | -86 | -88 | -88 | -77 | -86 | -86 | -72 | -89 |
| H | 1722833841.160 | 11.887 | 67.759 | 60.960 | -89 | -88 | -89 | -88 | -76 | -87 | -86 | -83 |
| I | 1722833662.155 | 56.887 | 75.522 | 60.960 | -82 | -87 | -86 | -76 | -81 | -83 | -71 | -83 |
| J | 1722833400.152 | 64.529 | 7.790 | 60.960 | -91 | -91 | -88 | -86 | -84 | -83 | -97 | -100 |
| K | 1722834091.161 | 65.378 | 6.370 | 60.960 | -99 | -84 | -80 | -98 | -94 | -84 | -101 | -85 |
| L | 1722833445.158 | 5.094 | 63.366 | 60.960 | -96 | -100 | -88 | -91 | -77 | -88 | -80 | -75 |
| M | 1722833615.153 | 67.925 | 6.635 | 60.960 | -91 | -85 | -78 | -86 | -81 | -80 | -81 | -81 |
| N | 1722833699.152 | 112.925 | 79.596 | 60.960 | -87 | -100 | -84 | -78 | -82 | -71 | -90 | -85 |
| O | 1722833485.155 | 110.378 | 47.269 | 60.960 | -77 | -77 | -78 | -76 | -77 | -78 | -77 | -63 |
| P | 1722833483.151 | 102.737 | 40.793 | 60.960 | -90 | -82 | -82 | -84 | -78 | -82 | -82 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833971.150
- **Target RSSI fingerprint:** [-83, -82, -83, -76, -82, -74, -79, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
101.88750673110017,
91.07460498809814,
60.96
] | 16 |
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